Viral Vitalism

Claim Ledger

Health claims, separated from health hype.

A public index of reviewed claim statements connected to source, study, topic, signal, and scorecard records.

Claims

159

Supported

31

High overclaim risk

11

Sources linked

185

Studies linked

158

VV Claim Boundary Matrix v1.0

The Claim Ledger uses VV Claim Boundary Matrix v1.0 and VV Claim Integrity Score 1.0 to separate exact claims from health hype.

Claim Integrity Score summarizes source quality, applicability, boundary clarity, overclaim containment, harm-risk handling, and graph support. Public votes help prioritize review; they do not change evidence confidence or the score.

Framework ->

Submit a claim for review

Submissions go to intake. Public pages only render reviewed canonical repo claims.

Submit claim ->Paste a claim into Claim Checker ->

Canonical claims

supportedStrong human evidencepopulationlow overclaim risk

Integrity

88/100

Strongly Supported Claim

weight loss: Sustained fat loss requires net energy deficit, but the

Sustained fat loss requires net energy deficit, but the appetite, expenditure, adaptation, and maintenance systems that shape that deficit are biologically regulated.

2 sources / 1 studies

Underlying ledger scores
Confidence
95/100
Source quality
95/100
Applicability
92/100
Bias risk
20/100
supportedExpert contextmechanismlow overclaim risk

Integrity

90/100

Strongly Supported Claim

weight loss: Calories describe the accounting of tissue-energy change, but they

Calories describe the accounting of tissue-energy change, but they do not explain all biological friction around appetite, expenditure, adaptation, food environment, hormones, sleep, lean mass, and maintenance.

3 sources / 3 studies

Underlying ledger scores
Confidence
90/100
Source quality
92/100
Applicability
90/100
Bias risk
24/100
supportedEarly human evidencedoselow overclaim risk

Integrity

84/100

Supported With Boundaries

ultra processed food: Ultra-processed diets can increase spontaneous calorie intake and weight

Ultra-processed diets can increase spontaneous calorie intake and weight gain under controlled inpatient conditions, even when presented diets are broadly matched for macronutrients, sugar, sodium, and fiber.

1 sources / 1 studies

Underlying ledger scores
Confidence
90/100
Source quality
92/100
Applicability
78/100
Bias risk
32/100
partly supportedObservational signalclinical outcomelow overclaim risk

Integrity

79/100

Supported With Boundaries

weight loss: Large weight loss can reduce resting energy expenditure beyond

Large weight loss can reduce resting energy expenditure beyond what body-size change alone predicts, illustrating that calories-out is adaptive rather than fixed.

2 sources / 1 studies

Underlying ledger scores
Confidence
84/100
Source quality
88/100
Applicability
70/100
Bias risk
38/100
partly supportedEarly human evidencepopulationlow overclaim risk

Integrity

84/100

Supported With Boundaries

low carb: Insulin and carbohydrate quality matter, but controlled feeding evidence

Insulin and carbohydrate quality matter, but controlled feeding evidence does not support a simple insulin-only explanation of obesity or fat loss.

2 sources / 1 studies

Underlying ledger scores
Confidence
87/100
Source quality
92/100
Applicability
76/100
Bias risk
34/100
supportedExpert contextconsumer contextlow overclaim risk

Integrity

83/100

Supported With Boundaries

thyroid: Hypothyroidism can contribute to weight gain by lowering calorie

Hypothyroidism can contribute to weight gain by lowering calorie expenditure, but typical thyroid-related weight change is often bounded and should not be used as a universal explanation for weight gain.

1 sources / 1 studies

Underlying ledger scores
Confidence
88/100
Source quality
88/100
Applicability
84/100
Bias risk
18/100
partly supportedEarly human evidencemechanismlow overclaim risk

Integrity

81/100

Supported With Boundaries

sleep: Sleep restriction can affect appetite-regulating signals and hunger, making

Sleep restriction can affect appetite-regulating signals and hunger, making sleep relevant to weight-management behavior and adherence.

2 sources / 1 studies

Underlying ledger scores
Confidence
80/100
Source quality
86/100
Applicability
72/100
Bias risk
34/100
partly supportedEarly human evidenceregulatorylow overclaim risk

Integrity

85/100

Strongly Supported Claim

weight loss: Low-fat and low-carbohydrate patterns can both support weight loss,

Low-fat and low-carbohydrate patterns can both support weight loss, but group-average diet labels are less useful than adherence, food quality, calorie intake, and individual fit.

2 sources / 2 studies

Underlying ledger scores
Confidence
86/100
Source quality
86/100
Applicability
88/100
Bias risk
32/100
supportedStrong human evidencedoselow overclaim risk

Integrity

87/100

Strongly Supported Claim

glp 1: Semaglutide and tirzepatide produce clinically meaningful average weight loss

Semaglutide and tirzepatide produce clinically meaningful average weight loss in studied adults with obesity or overweight, with results and tolerability varying by drug, dose, and patient context.

2 sources / 2 studies

Underlying ledger scores
Confidence
92/100
Source quality
94/100
Applicability
82/100
Bias risk
35/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

glp 1: GLP-1-based therapies have demonstrated outcome benefits beyond weight loss

GLP-1-based therapies have demonstrated outcome benefits beyond weight loss in specific high-risk cardiometabolic populations.

3 sources / 3 studies

Underlying ledger scores
Confidence
89/100
Source quality
95/100
Applicability
70/100
Bias risk
32/100
partly supportedEarly human evidencepopulationlow overclaim risk

Integrity

82/100

Supported With Boundaries

glp 1: Weight maintenance commonly depends on continued treatment, while optimal

Weight maintenance commonly depends on continued treatment, while optimal long-term strategies and lean-mass preservation remain active evidence gaps.

2 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
89/100
Applicability
80/100
Bias risk
36/100
supportedStrong human evidencepopulationlow overclaim risk

Integrity

87/100

Strongly Supported Claim

semaglutide: Semaglutide reduced body weight in adults with obesity or

Semaglutide reduced body weight in adults with obesity or overweight in randomized clinical-trial populations.

2 sources / 1 studies

Underlying ledger scores
Confidence
94/100
Source quality
95/100
Applicability
82/100
Bias risk
32/100
supportedStrong human evidencepopulationlow overclaim risk

Integrity

86/100

Strongly Supported Claim

tirzepatide: Tirzepatide reduced body weight in adults with obesity or

Tirzepatide reduced body weight in adults with obesity or overweight in randomized clinical-trial populations.

1 sources / 1 studies

Underlying ledger scores
Confidence
94/100
Source quality
95/100
Applicability
82/100
Bias risk
32/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

84/100

Supported With Boundaries

semaglutide: Semaglutide reduced major adverse cardiovascular events in SELECT participants

Semaglutide reduced major adverse cardiovascular events in SELECT participants with overweight or obesity and established cardiovascular disease without diabetes.

3 sources / 1 studies

Underlying ledger scores
Confidence
95/100
Source quality
96/100
Applicability
68/100
Bias risk
28/100
supportedStrong human evidenceregulatorylow overclaim risk

Integrity

84/100

Supported With Boundaries

semaglutide: Semaglutide has phase 3 MASH evidence and regulatory relevance

Semaglutide has phase 3 MASH evidence and regulatory relevance for a defined noncirrhotic population with fibrosis.

3 sources / 1 studies

Underlying ledger scores
Confidence
89/100
Source quality
94/100
Applicability
62/100
Bias risk
30/100
partly supportedEarly human evidenceclinical outcomelow overclaim risk

Integrity

79/100

Supported With Boundaries

glp 1: Lean-mass preservation requires attention during GLP-1-associated weight loss, especially

Lean-mass preservation requires attention during GLP-1-associated weight loss, especially when frailty, low protein intake, or inadequate resistance training are concerns.

2 sources / 1 studies

Underlying ledger scores
Confidence
72/100
Source quality
82/100
Applicability
78/100
Bias risk
25/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

86/100

Strongly Supported Claim

glp 1: Gallbladder events, pancreatitis warnings, kidney injury risk, hypoglycemia with

Gallbladder events, pancreatitis warnings, kidney injury risk, hypoglycemia with certain concomitant drugs, and contraindication context matter in GLP-1 treatment decisions.

4 sources / 1 studies

Underlying ledger scores
Confidence
88/100
Source quality
94/100
Applicability
82/100
Bias risk
22/100
supportedStrong human evidenceregulatorylow overclaim risk

Integrity

90/100

Strongly Supported Claim

glp 1: FDA-approved GLP-1 products and compounded, unapproved, or falsely labeled

FDA-approved GLP-1 products and compounded, unapproved, or falsely labeled products are different regulatory and quality-risk categories.

4 sources / 1 studies

Underlying ledger scores
Confidence
96/100
Source quality
98/100
Applicability
92/100
Bias risk
18/100
partly supportedExpert contextoverclaim hypelow overclaim risk

Integrity

82/100

Supported With Boundaries

glp 1: Public GLP-1 claims are distorted by both promotional hype

Public GLP-1 claims are distorted by both promotional hype and categorical backlash, neither of which substitutes for indication-specific evidence.

3 sources / 2 studies

Underlying ledger scores
Confidence
76/100
Source quality
78/100
Applicability
88/100
Bias risk
58/100
supportedStrong human evidenceregulatorylow overclaim risk

Integrity

90/100

Strongly Supported Claim

glp 1: Semaglutide and tirzepatide should not be collapsed into one

Semaglutide and tirzepatide should not be collapsed into one generic claim because their mechanisms, labels, trial programs, and outcome evidence differ.

4 sources / 2 studies

Underlying ledger scores
Confidence
94/100
Source quality
95/100
Applicability
90/100
Bias risk
22/100
uncertainEarly human evidencemechanismlow overclaim risk

Integrity

79/100

Supported With Boundaries

glp 1: Early randomized human studies suggest GLP-1 receptor agonists may

Early randomized human studies suggest GLP-1 receptor agonists may reduce some alcohol craving or drinking outcomes, but the evidence is not yet sufficient for routine addiction treatment.

3 sources / 3 studies

Underlying ledger scores
Confidence
67/100
Source quality
88/100
Applicability
58/100
Bias risk
28/100
unsupportedObservational signalpopulationmoderate overclaim risk

Integrity

67/100

Partly Supported / Context-Dependent

glp 1: Observational studies report associations between GLP-1 use and several

Observational studies report associations between GLP-1 use and several substance-use outcomes, but they cannot establish causality or treatment effectiveness.

3 sources / 3 studies

Underlying ledger scores
Confidence
48/100
Source quality
76/100
Applicability
45/100
Bias risk
52/100
uncertainMechanistic signalmechanismlow overclaim risk

Integrity

60/100

Partly Supported / Context-Dependent

glp 1: GLP-1 signaling may modulate reward-related circuits, but GLP-1 medicines

GLP-1 signaling may modulate reward-related circuits, but GLP-1 medicines are not dopamine blockers and mechanistic plausibility is not proof of clinical benefit.

1 sources / 1 studies

Underlying ledger scores
Confidence
61/100
Source quality
80/100
Applicability
42/100
Bias risk
25/100
partly supportedObservational signalanecdotallow overclaim risk

Integrity

81/100

Supported With Boundaries

carnivore diet: The carnivore diet evidence base is still limited, with

The carnivore diet evidence base is still limited, with direct human evidence dominated by surveys, case reports, case series, nutrient modeling, exploratory studies, and indirect mechanistic evidence rather than long-term randomized outcome trials.

6 sources / 6 studies

Underlying ledger scores
Confidence
76/100
Source quality
82/100
Applicability
66/100
Bias risk
54/100
uncertainObservational signalbehavioralmoderate overclaim risk

Integrity

71/100

Supported With Boundaries

carnivore diet: Carnivore-style eating may improve weight or glycemic markers in

Carnivore-style eating may improve weight or glycemic markers in selected people through severe carbohydrate restriction, calorie-intake changes, food elimination, ketosis, and adherence effects, but carnivore-specific causal evidence remains weak.

3 sources / 3 studies

Underlying ledger scores
Confidence
55/100
Source quality
74/100
Applicability
56/100
Bias risk
52/100
partly supportedObservational signalsafetylow overclaim risk

Integrity

80/100

Supported With Boundaries

carnivore diet: Lipid response to carnivore diets appears heterogeneous, with direct

Lipid response to carnivore diets appears heterogeneous, with direct evidence and indirect low-carbohydrate evidence supporting caution around LDL-C, total cholesterol, triglycerides, and long-term cardiovascular-risk interpretation.

3 sources / 3 studies

Underlying ledger scores
Confidence
74/100
Source quality
86/100
Applicability
72/100
Bias risk
38/100
uncertainMechanistic signalpopulationlow overclaim risk

Integrity

81/100

Supported With Boundaries

carnivore diet: Carnivore nutrient adequacy depends heavily on food selection, organ-meat

Carnivore nutrient adequacy depends heavily on food selection, organ-meat use, seafood intake, dairy inclusion, fortification or supplementation, and total intake, while strict zero-plant versions inherently remove dietary fiber and many plant-associated nutrient sources.

3 sources / 3 studies

Underlying ledger scores
Confidence
68/100
Source quality
84/100
Applicability
78/100
Bias risk
42/100
uncertainMechanistic signalmechanismmoderate overclaim risk

Integrity

69/100

Partly Supported / Context-Dependent

carnivore diet: Plant-free and animal-heavy diets can alter the gut microbiome,

Plant-free and animal-heavy diets can alter the gut microbiome, but the long-term health meaning of carnivore-associated microbiome changes remains uncertain.

2 sources / 2 studies

Underlying ledger scores
Confidence
54/100
Source quality
82/100
Applicability
50/100
Bias risk
35/100
unsupportedObservational signalpopulationmoderate overclaim risk

Integrity

60/100

Partly Supported / Context-Dependent

carnivore diet: Carnivore-ketogenic elimination patterns have low-level case-series evidence for symptom

Carnivore-ketogenic elimination patterns have low-level case-series evidence for symptom improvement in selected inflammatory bowel disease contexts, but this does not establish general efficacy.

2 sources / 2 studies

Underlying ledger scores
Confidence
43/100
Source quality
72/100
Applicability
38/100
Bias risk
58/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

76/100

Supported With Boundaries

carnivore diet: Carnivore-style patterns warrant special caution in people with chronic

Carnivore-style patterns warrant special caution in people with chronic kidney disease, kidney-stone history, gout risk, high sodium intake, adverse urine-chemistry profiles, diabetes medication use, severe hyperlipidemia, or eating-disorder vulnerability.

2 sources / 2 studies

Underlying ledger scores
Confidence
70/100
Source quality
84/100
Applicability
70/100
Bias risk
34/100
partly supportedExpert contextconsumer contextlow overclaim risk

Integrity

87/100

Strongly Supported Claim

carnivore diet: Strict carnivore and zero-plant eating conflict with current U.S.

Strict carnivore and zero-plant eating conflict with current U.S. dietary guidance emphasizing whole nutrient-dense foods including vegetables, fruits, healthy fats, dairy, protein foods, and whole grains.

3 sources / 3 studies

Underlying ledger scores
Confidence
86/100
Source quality
92/100
Applicability
76/100
Bias risk
25/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

carnivore diet: A strict carnivore-diet experiment is more defensible when treated

A strict carnivore-diet experiment is more defensible when treated as a monitored intervention with baseline and follow-up labs, symptom tracking, medication review, and clear stopping rules rather than as a blanket lifestyle cure.

4 sources / 4 studies

Underlying ledger scores
Confidence
78/100
Source quality
84/100
Applicability
82/100
Bias risk
32/100
partly supportedObservational signalclinical outcomelow overclaim risk

Integrity

78/100

Supported With Boundaries

sleep: Sleep duration is associated with all-cause mortality in a

Sleep duration is associated with all-cause mortality in a U-shaped pattern in prospective cohort meta-analysis, with both short and long sleep linked to higher mortality risk versus roughly 7 hours, but causality is not proven.

1 sources / 1 studies

Underlying ledger scores
Confidence
82/100
Source quality
88/100
Applicability
76/100
Bias risk
42/100
partly supportedObservational signalpopulationlow overclaim risk

Integrity

82/100

Supported With Boundaries

sleep: Objective sleep regularity is associated with all-cause and cause-specific

Objective sleep regularity is associated with all-cause and cause-specific mortality risk, and may capture a health-relevant sleep dimension that average duration alone misses.

2 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
86/100
Applicability
74/100
Bias risk
40/100
partly supportedMechanistic signalmechanismlow overclaim risk

Integrity

60/100

Partly Supported / Context-Dependent

sleep: Sleep disturbance has biologically plausible links to inflammatory and

Sleep disturbance has biologically plausible links to inflammatory and immune dysregulation through cytokine, neuroendocrine, autonomic, and antiviral-response pathways, but inflammation mediation between sleep and mortality is not settled.

1 sources / 1 studies

Underlying ledger scores
Confidence
70/100
Source quality
84/100
Applicability
66/100
Bias risk
32/100
partly supportedExpert contextpopulationlow overclaim risk

Integrity

87/100

Strongly Supported Claim

sleep: Sleep duration, sleep quality, and sleep regularity are distinct

Sleep duration, sleep quality, and sleep regularity are distinct dimensions of sleep health, and consumer claims should avoid treating hours slept as the whole sleep signal.

3 sources / 3 studies

Underlying ledger scores
Confidence
84/100
Source quality
86/100
Applicability
88/100
Bias risk
28/100
uncertainEarly human evidencebehaviorallow overclaim risk

Integrity

76/100

Supported With Boundaries

sleep: Longitudinal commercial wearable sleep data can reveal associations between

Longitudinal commercial wearable sleep data can reveal associations between sleep duration, irregularity, sleep stages, and chronic disease incidence, but wearable sleep scores should not be treated as clinical-grade diagnosis.

1 sources / 1 studies

Underlying ledger scores
Confidence
68/100
Source quality
82/100
Applicability
72/100
Bias risk
46/100
partly supportedExpert contextpopulationlow overclaim risk

Integrity

83/100

Supported With Boundaries

sleep: Improving sleep duration, quality, or regularity is a plausible

Improving sleep duration, quality, or regularity is a plausible health intervention, but direct evidence that consumer sleep improvement lowers all-cause mortality remains under-proven.

3 sources / 3 studies

Underlying ledger scores
Confidence
72/100
Source quality
84/100
Applicability
78/100
Bias risk
36/100
partly supportedExpert contextriskmoderate overclaim risk

Integrity

80/100

Supported With Boundaries

seed oils: Seed oils are not supported as toxic at normal

Seed oils are not supported as toxic at normal dietary exposure, though the food pattern they often appear in can still be low-quality.

3 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
82/100
Applicability
82/100
Bias risk
64/100
partly supportedEarly human evidencemechanismlow overclaim risk

Integrity

80/100

Supported With Boundaries

seed oils: The blanket claim that seed oils cause inflammation is

The blanket claim that seed oils cause inflammation is not supported by human trial-review evidence on linoleic acid and inflammatory markers in healthy adults.

2 sources / 1 studies

Underlying ledger scores
Confidence
80/100
Source quality
86/100
Applicability
70/100
Bias risk
62/100
partly supportedExpert contextmechanismmoderate overclaim risk

Integrity

78/100

Supported With Boundaries

seed oils: Omega-6 fats are not inherently pro-inflammatory in the simple

Omega-6 fats are not inherently pro-inflammatory in the simple viral sense; mechanistic plausibility does not override human outcome and marker evidence.

2 sources / 2 studies

Underlying ledger scores
Confidence
76/100
Source quality
84/100
Applicability
72/100
Bias risk
60/100
partly supportedExpert contextconsumer contextlow overclaim risk

Integrity

82/100

Supported With Boundaries

seed oils: The claim that seed oils cause heart disease is

The claim that seed oils cause heart disease is too broad, especially when unsaturated fats replace saturated fats rather than being added through ultra-processed foods.

2 sources / 2 studies

Underlying ledger scores
Confidence
82/100
Source quality
88/100
Applicability
74/100
Bias risk
58/100
uncertainExpert contextdosemoderate overclaim risk

Integrity

73/100

Supported With Boundaries

seed oils: Beef tallow is not automatically healthier than seed oils;

Beef tallow is not automatically healthier than seed oils; heat stability, saturated fat exposure, LDL response, dose, and dietary pattern change the answer.

1 sources / 1 studies

Underlying ledger scores
Confidence
68/100
Source quality
82/100
Applicability
76/100
Bias risk
54/100
uncertainExpert contextsafetymoderate overclaim risk

Integrity

71/100

Supported With Boundaries

seed oils: Canola oil being industrially processed is not by itself

Canola oil being industrially processed is not by itself a clinical harm endpoint.

2 sources / 1 studies

Underlying ledger scores
Confidence
64/100
Source quality
76/100
Applicability
78/100
Bias risk
48/100
uncertainExpert contextpopulationmoderate overclaim risk

Integrity

70/100

Supported With Boundaries

seed oils: Seed-oil oxidation concerns are most plausible in repeated high-heat

Seed-oil oxidation concerns are most plausible in repeated high-heat frying and poor-storage contexts, not as a blanket indictment of ordinary culinary use.

2 sources / 1 studies

Underlying ledger scores
Confidence
58/100
Source quality
72/100
Applicability
70/100
Bias risk
50/100
uncertainExpert contextconsumer contextlow overclaim risk

Integrity

77/100

Supported With Boundaries

seed oils: The omega-6 to omega-3 ratio can be a dietary-pattern

The omega-6 to omega-3 ratio can be a dietary-pattern clue, but it is overclaimed when treated as the main disease switch by itself.

2 sources / 2 studies

Underlying ledger scores
Confidence
66/100
Source quality
80/100
Applicability
72/100
Bias risk
42/100
partly supportedEarly human evidencedoselow overclaim risk

Integrity

79/100

Supported With Boundaries

seed oils: Seed oils may be more useful as a marker

Seed oils may be more useful as a marker of ultra-processed food exposure than as the independent cause of poor metabolic health.

2 sources / 1 studies

Underlying ledger scores
Confidence
72/100
Source quality
86/100
Applicability
72/100
Bias risk
38/100
unsupportedInsufficient evidencepopulationmoderate overclaim risk

Integrity

60/100

Partly Supported / Context-Dependent

seed oils: Avoiding seed oils is not proven to fix obesity

Avoiding seed oils is not proven to fix obesity or metabolic disease by itself.

2 sources / 2 studies

Underlying ledger scores
Confidence
38/100
Source quality
70/100
Applicability
46/100
Bias risk
68/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

81/100

Supported With Boundaries

sunscreen: The claim that sunscreen causes cancer is unsupported and

The claim that sunscreen causes cancer is unsupported and risky; UV exposure is the better-established skin-damage and skin-cancer risk.

3 sources / 2 studies

Underlying ledger scores
Confidence
84/100
Source quality
88/100
Applicability
86/100
Bias risk
70/100
partly supportedExpert contextdoselow overclaim risk

Integrity

79/100

Supported With Boundaries

sunscreen: Real-world sunscreen use does not appear to routinely cause

Real-world sunscreen use does not appear to routinely cause vitamin D deficiency, though vitamin D status still depends on individual context.

1 sources / 1 studies

Underlying ledger scores
Confidence
78/100
Source quality
84/100
Applicability
76/100
Bias risk
58/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

82/100

Supported With Boundaries

sun exposure: Natural sun exposure can still damage skin, and naturalness

Natural sun exposure can still damage skin, and naturalness is not evidence that sunscreen is unnecessary.

2 sources / 1 studies

Underlying ledger scores
Confidence
86/100
Source quality
86/100
Applicability
88/100
Bias risk
62/100
uncertainEarly human evidencesafetymoderate overclaim risk

Integrity

71/100

Supported With Boundaries

sunscreen: Some chemical sunscreen filters need more safety data and

Some chemical sunscreen filters need more safety data and can be systemically absorbed, but absorption alone does not prove clinical endocrine harm.

3 sources / 3 studies

Underlying ledger scores
Confidence
58/100
Source quality
86/100
Applicability
58/100
Bias risk
54/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

77/100

Supported With Boundaries

sunscreen: Mineral sunscreen is the clearest conservative fallback, but the

Mineral sunscreen is the clearest conservative fallback, but the evidence does not prove that only mineral sunscreen is safe.

2 sources / 1 studies

Underlying ledger scores
Confidence
70/100
Source quality
84/100
Applicability
78/100
Bias risk
40/100
partly supportedEarly human evidencesafetylow overclaim risk

Integrity

79/100

Supported With Boundaries

sunscreen: Several sunscreen active ingredients can enter the bloodstream under

Several sunscreen active ingredients can enter the bloodstream under maximal-use conditions, but the clinical significance remains under study.

3 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
90/100
Applicability
58/100
Bias risk
44/100
partly supportedExpert contextregulatorylow overclaim risk

Integrity

80/100

Supported With Boundaries

sunscreen: SPF 100 should not be interpreted as twice the

SPF 100 should not be interpreted as twice the real-world protection of SPF 50 because application amount, reapplication, UVA coverage, and behavior matter.

2 sources / 1 studies

Underlying ledger scores
Confidence
74/100
Source quality
78/100
Applicability
86/100
Bias risk
38/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

77/100

Supported With Boundaries

sunscreen: Darker skin has more baseline melanin protection but still

Darker skin has more baseline melanin protection but still can experience UV damage, hyperpigmentation, photoaging, and skin cancer.

2 sources / 1 studies

Underlying ledger scores
Confidence
76/100
Source quality
78/100
Applicability
80/100
Bias risk
46/100
supportedExpert contextsafetylow overclaim risk

Integrity

83/100

Supported With Boundaries

sunscreen: Coconut oil, beef tallow, and DIY oils are not

Coconut oil, beef tallow, and DIY oils are not validated replacements for broad-spectrum sunscreen.

2 sources / 2 studies

Underlying ledger scores
Confidence
88/100
Source quality
82/100
Applicability
90/100
Bias risk
68/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

83/100

Supported With Boundaries

sunscreen: Sunscreen alone is an incomplete sun-protection strategy; shade, clothing,

Sunscreen alone is an incomplete sun-protection strategy; shade, clothing, hats, sunglasses, timing, and avoiding burns also matter.

3 sources / 1 studies

Underlying ledger scores
Confidence
82/100
Source quality
82/100
Applicability
88/100
Bias risk
30/100
supportedStrong human evidenceconsumer contextlow overclaim risk

Integrity

88/100

Strongly Supported Claim

alkaline water: Alkaline water can change urine chemistry in some contexts,

Alkaline water can change urine chemistry in some contexts, but it does not meaningfully alkalize blood or override normal acid-base regulation in healthy people.

3 sources / 2 studies

Underlying ledger scores
Confidence
90/100
Source quality
90/100
Applicability
88/100
Bias risk
72/100
supportedStrong human evidenceconsumer contextlow overclaim risk

Integrity

85/100

Strongly Supported Claim

acid base balance: Urine pH strips can show dietary acid-base changes, but

Urine pH strips can show dietary acid-base changes, but urine pH is not proof that the blood, tumors, or the whole body have been alkalized.

2 sources / 1 studies

Underlying ledger scores
Confidence
88/100
Source quality
88/100
Applicability
86/100
Bias risk
70/100
supportedStrong human evidencepopulationmoderate overclaim risk

Integrity

86/100

Strongly Supported Claim

alkaline diet: Evidence does not support alkaline diets or alkaline water

Evidence does not support alkaline diets or alkaline water as cancer prevention or cancer treatment, despite real research interest in tumor acidity and metabolism.

3 sources / 1 studies

Underlying ledger scores
Confidence
94/100
Source quality
94/100
Applicability
90/100
Bias risk
88/100
supportedStrong human evidencepopulationmoderate overclaim risk

Integrity

84/100

Supported With Boundaries

alkaline diet: The claim that cancer cannot live in an alkaline

The claim that cancer cannot live in an alkaline body is an overextension of tumor-microenvironment biology and is not achieved by drinking alkaline water or eating alkaline foods.

2 sources / 1 studies

Underlying ledger scores
Confidence
90/100
Source quality
92/100
Applicability
88/100
Bias risk
90/100
partly supportedEarly human evidencemechanismlow overclaim risk

Integrity

78/100

Supported With Boundaries

alkaline water: High-pH or bicarbonate-rich water may help some reflux or

High-pH or bicarbonate-rich water may help some reflux or heartburn contexts through stomach-adjacent mechanisms such as pepsin inactivation or buffering, but it is not a general GERD cure.

2 sources / 2 studies

Underlying ledger scores
Confidence
72/100
Source quality
78/100
Applicability
64/100
Bias risk
52/100
partly supportedEarly human evidencesafetylow overclaim risk

Integrity

75/100

Supported With Boundaries

alkaline water: Urine alkalinization can matter for some stone types, but

Urine alkalinization can matter for some stone types, but commercial alkaline waters often provide too little alkali to replace clinician-directed stone prevention strategies.

1 sources / 1 studies

Underlying ledger scores
Confidence
76/100
Source quality
82/100
Applicability
68/100
Bias risk
55/100
partly supportedEarly human evidencesafetylow overclaim risk

Integrity

78/100

Supported With Boundaries

acid base balance: Bicarbonate-rich mineral water can raise urine pH and reduce

Bicarbonate-rich mineral water can raise urine pH and reduce net acid excretion in some contexts, but this is narrower than universal alkaline-health marketing.

2 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
82/100
Applicability
72/100
Bias risk
42/100
uncertainEarly human evidenceconsumer contextmoderate overclaim risk

Integrity

64/100

Partly Supported / Context-Dependent

alkaline water: Small exercise studies suggest possible hydration or anaerobic-performance markers

Small exercise studies suggest possible hydration or anaerobic-performance markers from alkaline water, but the evidence is not strong enough for broad performance or health claims.

1 sources / 1 studies

Underlying ledger scores
Confidence
55/100
Source quality
66/100
Applicability
48/100
Bias risk
58/100
partly supportedStrong human evidenceconsumer contextlow overclaim risk

Integrity

80/100

Supported With Boundaries

alkaline diet: The claim that acid-forming foods directly destroy bones is

The claim that acid-forming foods directly destroy bones is overstated; bone health depends on many inputs beyond dietary acid load.

1 sources / 1 studies

Underlying ledger scores
Confidence
82/100
Source quality
84/100
Applicability
78/100
Bias risk
62/100
partly supportedExpert contextdoselow overclaim risk

Integrity

84/100

Supported With Boundaries

alkaline diet: Fruits and vegetables can support health, but their benefit

Fruits and vegetables can support health, but their benefit is more plausibly explained by nutrients, fiber, potassium, and diet quality than by mystical body alkalization.

2 sources / 2 studies

Underlying ledger scores
Confidence
86/100
Source quality
82/100
Applicability
86/100
Bias risk
52/100
supportedStrong human evidencepopulationlow overclaim risk

Integrity

87/100

Strongly Supported Claim

vegan diet: Vegan diets are not automatically healthier; outcomes depend on

Vegan diets are not automatically healthier; outcomes depend on food quality, adequacy, supplementation, energy intake, and what the vegan diet replaces.

2 sources / 2 studies

Underlying ledger scores
Confidence
88/100
Source quality
90/100
Applicability
90/100
Bias risk
58/100
supportedStrong human evidencebenefitlow overclaim risk

Integrity

86/100

Strongly Supported Claim

vegan diet: Vegetarian and vegan diets can lower LDL-C and apoB

Vegetarian and vegan diets can lower LDL-C and apoB on average in randomized trials, especially when they improve saturated-fat and fiber patterns.

2 sources / 2 studies

Underlying ledger scores
Confidence
88/100
Source quality
92/100
Applicability
80/100
Bias risk
34/100
partly supportedEarly human evidencemechanismlow overclaim risk

Integrity

81/100

Supported With Boundaries

vegan diet: A healthy vegan diet can improve several cardiometabolic markers

A healthy vegan diet can improve several cardiometabolic markers over weeks, but short-term biomarker gains are not the same as guaranteed long-term outcomes for every vegan diet.

2 sources / 2 studies

Underlying ledger scores
Confidence
76/100
Source quality
88/100
Applicability
70/100
Bias risk
40/100
partly supportedExpert contextpopulationlow overclaim risk

Integrity

81/100

Supported With Boundaries

vegan diet: Vegan diets are not protein-deficient by default, but protein

Vegan diets are not protein-deficient by default, but protein amount, quality, leucine density, and calorie sufficiency require planning in athletes, older adults, and dieting phases.

2 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
82/100
Applicability
78/100
Bias risk
46/100
supportedStrong human evidencepopulationlow overclaim risk

Integrity

90/100

Strongly Supported Claim

vegan diet: Vegans generally need reliable vitamin B12 from supplements or

Vegans generally need reliable vitamin B12 from supplements or fortified foods; treating B12 as optional is a high-risk vegan diet mistake.

3 sources / 2 studies

Underlying ledger scores
Confidence
94/100
Source quality
92/100
Applicability
92/100
Bias risk
70/100
partly supportedObservational signalpopulationlow overclaim risk

Integrity

81/100

Supported With Boundaries

plant based diet: Healthy plant-based patterns are generally associated with lower type

Healthy plant-based patterns are generally associated with lower type 2 diabetes risk, while unhealthy plant-based patterns can weaken or reverse that signal.

2 sources / 2 studies

Underlying ledger scores
Confidence
78/100
Source quality
82/100
Applicability
74/100
Bias risk
44/100
partly supportedObservational signalmechanismlow overclaim risk

Integrity

79/100

Supported With Boundaries

vegan diet: Some cohorts report higher fracture risk in vegans or

Some cohorts report higher fracture risk in vegans or non-meat eaters, especially hip fracture signals, but the mechanism likely involves BMI, calcium, vitamin D, protein, and other confounders rather than veganism alone.

2 sources / 2 studies

Underlying ledger scores
Confidence
74/100
Source quality
84/100
Applicability
68/100
Bias risk
44/100
unsupportedInsufficient evidencepopulationmoderate overclaim risk

Integrity

58/100

Partly Supported / Context-Dependent

vegan diet: Evidence does not cleanly show that vegan diets cause

Evidence does not cleanly show that vegan diets cause depression; mental-health associations are mixed and confounded by motivation, restriction, baseline traits, and diet quality.

1 sources / 1 studies

Underlying ledger scores
Confidence
46/100
Source quality
62/100
Applicability
48/100
Bias risk
66/100
partly supportedExpert contextregulatorylow overclaim risk

Integrity

78/100

Supported With Boundaries

plant based diet: Plant-based meats vary widely; they should be judged by

Plant-based meats vary widely; they should be judged by saturated fat, sodium, protein, fiber, processing, and what they replace rather than dismissed or endorsed by label alone.

1 sources / 1 studies

Underlying ledger scores
Confidence
76/100
Source quality
78/100
Applicability
82/100
Bias risk
50/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

80/100

Supported With Boundaries

vegan diet: Vegan diets may be appropriate across life stages when

Vegan diets may be appropriate across life stages when carefully planned, but life-stage safety claims should explicitly account for B12, iodine, calcium, vitamin D, iron, zinc, omega-3, protein, and clinical context.

3 sources / 3 studies

Underlying ledger scores
Confidence
76/100
Source quality
84/100
Applicability
72/100
Bias risk
42/100
partly supportedInsufficient evidencedosemoderate overclaim risk

Integrity

78/100

Supported With Boundaries

perineum tanning: There is no credible clinical evidence that perineum tanning

There is no credible clinical evidence that perineum tanning uniquely increases energy beyond ordinary light exposure, placebo, novelty, relaxation, or being outside.

1 sources / 1 studies

Underlying ledger scores
Confidence
82/100
Source quality
82/100
Applicability
86/100
Bias risk
82/100
partly supportedInsufficient evidencemechanismmoderate overclaim risk

Integrity

80/100

Supported With Boundaries

perineum tanning: No credible clinical evidence shows that perineal UV exposure

No credible clinical evidence shows that perineal UV exposure improves hormones compared with ordinary daylight, sleep, exercise, nutrition, or correcting deficiency states.

2 sources / 2 studies

Underlying ledger scores
Confidence
82/100
Source quality
80/100
Applicability
86/100
Bias risk
86/100
partly supportedInsufficient evidencedosemoderate overclaim risk

Integrity

83/100

Supported With Boundaries

perineum tanning: There is no evidence that the perineum is a

There is no evidence that the perineum is a superior or necessary site for vitamin D production or sunlight benefits.

3 sources / 2 studies

Underlying ledger scores
Confidence
84/100
Source quality
84/100
Applicability
88/100
Bias risk
84/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

76/100

Supported With Boundaries

perineum tanning: An ancient-practice claim does not establish safety or efficacy

An ancient-practice claim does not establish safety or efficacy for perineum sunning under modern dermatology standards.

2 sources / 1 studies

Underlying ledger scores
Confidence
80/100
Source quality
76/100
Applicability
88/100
Bias risk
78/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

79/100

Supported With Boundaries

perineum tanning: Brief perineum sun exposure has no proven benefit and

Brief perineum sun exposure has no proven benefit and may burn sensitive, usually unexposed skin; risk depends on dose, UV index, skin type, and history.

3 sources / 2 studies

Underlying ledger scores
Confidence
82/100
Source quality
82/100
Applicability
84/100
Bias risk
76/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

tanning: A tan provides only minimal protection and should not

A tan provides only minimal protection and should not be treated as meaningful SPF or as a safe skin-cancer prevention strategy.

2 sources / 2 studies

Underlying ledger scores
Confidence
90/100
Source quality
90/100
Applicability
90/100
Bias risk
70/100
partly supportedStrong human evidencedoselow overclaim risk

Integrity

87/100

Strongly Supported Claim

sunscreen: Real-world sunscreen use generally does not eliminate vitamin D

Real-world sunscreen use generally does not eliminate vitamin D status, and vitamin D can be addressed with testing, diet, fortified foods, or supplements instead of intentional tanning.

3 sources / 3 studies

Underlying ledger scores
Confidence
86/100
Source quality
88/100
Applicability
82/100
Bias risk
62/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

81/100

Supported With Boundaries

perineum tanning: Perineum tanning is not just harmless eccentric wellness because

Perineum tanning is not just harmless eccentric wellness because it encourages intentional UV exposure to sensitive skin without demonstrated benefit.

3 sources / 3 studies

Underlying ledger scores
Confidence
84/100
Source quality
84/100
Applicability
86/100
Bias risk
78/100
partly supportedExpert contextdoselow overclaim risk

Integrity

84/100

Supported With Boundaries

sun exposure: Sunlight is not always bad; ordinary daylight can support

Sunlight is not always bad; ordinary daylight can support circadian rhythm and vitamin D biology, but UV dose, timing, skin type, and burn avoidance matter.

3 sources / 2 studies

Underlying ledger scores
Confidence
80/100
Source quality
82/100
Applicability
86/100
Bias risk
36/100
supportedStrong human evidencesafetymoderate overclaim risk

Integrity

86/100

Strongly Supported Claim

tanning: Tanning beds are not a safer substitute for perineum

Tanning beds are not a safer substitute for perineum sunning or sunlight; UV-emitting tanning devices increase dermatologic risk and are classified as carcinogenic exposures.

3 sources / 3 studies

Underlying ledger scores
Confidence
92/100
Source quality
94/100
Applicability
90/100
Bias risk
78/100
partly supportedStrong human evidencepopulationlow overclaim risk

Integrity

86/100

Strongly Supported Claim

fluoride: Community water fluoridation has evidence for reducing dental caries

Community water fluoridation has evidence for reducing dental caries at the population level, especially where preventive dental access is uneven.

4 sources / 4 studies

Underlying ledger scores
Confidence
84/100
Source quality
90/100
Applicability
78/100
Bias risk
48/100
uncertainObservational signalsafetymoderate overclaim risk

Integrity

70/100

Supported With Boundaries

fluoride: The strongest fluoride neurodevelopment concern is dose-sensitive and concentrated

The strongest fluoride neurodevelopment concern is dose-sensitive and concentrated around higher total exposure, not a blanket proof that every fluoridated water system lowers IQ.

4 sources / 4 studies

Underlying ledger scores
Confidence
62/100
Source quality
88/100
Applicability
56/100
Bias risk
76/100
uncertainExpert contextdosemoderate overclaim risk

Integrity

71/100

Supported With Boundaries

fluoride: Evidence is not strong enough to conclude that the

Evidence is not strong enough to conclude that the U.S. recommended community-water level around 0.7 mg/L causes lower IQ, even though higher-exposure findings justify scrutiny.

4 sources / 4 studies

Underlying ledger scores
Confidence
56/100
Source quality
88/100
Applicability
54/100
Bias risk
74/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

82/100

Supported With Boundaries

fluoride: Total fluoride exposure matters more than a single source

Total fluoride exposure matters more than a single source because water, toothpaste swallowing, infant formula mixing, tea, supplements, foods, and groundwater can add together.

4 sources / 4 studies

Underlying ledger scores
Confidence
76/100
Source quality
88/100
Applicability
80/100
Bias risk
58/100
partly supportedStrong human evidencesafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

fluoride: Dental fluorosis is the clearest established excess-exposure signal for

Dental fluorosis is the clearest established excess-exposure signal for fluoride, but mild cosmetic fluorosis is different from severe fluorosis or neurodevelopment claims.

3 sources / 3 studies

Underlying ledger scores
Confidence
86/100
Source quality
88/100
Applicability
82/100
Bias risk
46/100
uncertainExpert contextriskmoderate overclaim risk

Integrity

76/100

Supported With Boundaries

fluoride: The forced-medication objection is an ethics and governance claim,

The forced-medication objection is an ethics and governance claim, not a direct biological toxicity claim, and it should be argued separately from caries or IQ evidence.

3 sources / 3 studies

Underlying ledger scores
Confidence
64/100
Source quality
76/100
Applicability
74/100
Bias risk
66/100
partly supportedExpert contextdoselow overclaim risk

Integrity

84/100

Supported With Boundaries

fluoride: Topical fluoride exposure at the tooth surface and swallowed

Topical fluoride exposure at the tooth surface and swallowed fluoride exposure should be separated because they have different benefit, dose, and risk questions.

3 sources / 3 studies

Underlying ledger scores
Confidence
78/100
Source quality
86/100
Applicability
78/100
Bias risk
54/100
uncertainExpert contextregulatorymoderate overclaim risk

Integrity

74/100

Supported With Boundaries

fluoride: Switching to bottled water does not automatically eliminate fluoride

Switching to bottled water does not automatically eliminate fluoride exposure because fluoride content varies by product, source water, labeling, and filtration method.

3 sources / 3 studies

Underlying ledger scores
Confidence
58/100
Source quality
76/100
Applicability
68/100
Bias risk
62/100
uncertainExpert contextsafetymoderate overclaim risk

Integrity

67/100

Partly Supported / Context-Dependent

fluoride: Cancer is not the strongest current fluoride safety signal

Cancer is not the strongest current fluoride safety signal compared with dental fluorosis and neurodevelopment debates, so broad fluoride-cancer claims need specific endpoint evidence.

3 sources / 3 studies

Underlying ledger scores
Confidence
50/100
Source quality
78/100
Applicability
52/100
Bias risk
78/100
uncertainExpert contextpopulationmoderate overclaim risk

Integrity

77/100

Supported With Boundaries

fluoride: Removing water fluoridation can affect dental equity if communities

Removing water fluoridation can affect dental equity if communities do not replace population-level protection with accessible prevention, dental care, and targeted oral-health support.

3 sources / 3 studies

Underlying ledger scores
Confidence
68/100
Source quality
84/100
Applicability
70/100
Bias risk
58/100
partly supportedStrong human evidencesafetylow overclaim risk

Integrity

84/100

Supported With Boundaries

mold: Damp buildings and mold exposure are best supported as

Damp buildings and mold exposure are best supported as respiratory, asthma, allergy, and irritation risks, especially for susceptible people.

4 sources / 4 studies

Underlying ledger scores
Confidence
84/100
Source quality
90/100
Applicability
82/100
Bias risk
56/100
unsupportedInsufficient evidencemechanismhigh overclaim risk

Integrity

57/100

Partly Supported / Context-Dependent

mold: Mold is overclaimed when it is presented as the

Mold is overclaimed when it is presented as the default explanation for brain fog, fatigue, hormone symptoms, autoimmune disease, or weight gain without stronger individual evidence.

3 sources / 3 studies

Underlying ledger scores
Confidence
34/100
Source quality
78/100
Applicability
38/100
Bias risk
88/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

80/100

Supported With Boundaries

mold: Routine home mold testing is not the priority when

Routine home mold testing is not the priority when mold is visible or smelled because moisture control and removal matter more than species identification for most consumers.

3 sources / 3 studies

Underlying ledger scores
Confidence
78/100
Source quality
88/100
Applicability
80/100
Bias risk
68/100
supportedExpert contextsafetylow overclaim risk

Integrity

87/100

Strongly Supported Claim

mold: Moisture control is the central mold-remediation priority because mold

Moisture control is the central mold-remediation priority because mold growth returns when leaks, humidity, condensation, or water damage remain unresolved.

4 sources / 4 studies

Underlying ledger scores
Confidence
88/100
Source quality
90/100
Applicability
86/100
Bias risk
42/100
partly supportedExpert contextdosemoderate overclaim risk

Integrity

79/100

Supported With Boundaries

mold: Black mold panic is over-simplified because color alone does

Black mold panic is over-simplified because color alone does not determine health risk, and dampness, exposure extent, vulnerability, and remediation quality matter more.

3 sources / 3 studies

Underlying ledger scores
Confidence
70/100
Source quality
86/100
Applicability
72/100
Bias risk
76/100
unsupportedInsufficient evidencedosehigh overclaim risk

Integrity

56/100

Partly Supported / Context-Dependent

mold: Binder and mold-detox protocols have thin evidence for broad

Binder and mold-detox protocols have thin evidence for broad consumer mold illness claims and should not replace remediation, exposure reduction, or medical evaluation.

3 sources / 3 studies

Underlying ledger scores
Confidence
30/100
Source quality
74/100
Applicability
36/100
Bias risk
86/100
partly supportedStrong human evidencesafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

mold: Mold and damp indoor conditions can worsen asthma or

Mold and damp indoor conditions can worsen asthma or respiratory symptoms in susceptible people, making exposure reduction clinically relevant.

4 sources / 4 studies

Underlying ledger scores
Confidence
86/100
Source quality
90/100
Applicability
84/100
Bias risk
48/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

78/100

Supported With Boundaries

mold: Air purifiers can reduce some airborne particles but do

Air purifiers can reduce some airborne particles but do not fix mold when the water source, contaminated material, or growth reservoir remains in place.

3 sources / 3 studies

Underlying ledger scores
Confidence
76/100
Source quality
84/100
Applicability
78/100
Bias risk
60/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

77/100

Supported With Boundaries

mold: Bleach is not a universal mold fix because remediation

Bleach is not a universal mold fix because remediation depends on surface type, moisture source, contamination depth, ventilation, and safe cleanup procedure.

3 sources / 3 studies

Underlying ledger scores
Confidence
72/100
Source quality
84/100
Applicability
76/100
Bias risk
58/100
unsupportedExpert contextsafetymoderate overclaim risk

Integrity

60/100

Partly Supported / Context-Dependent

mold: Mold-cancer claims need specific exposure, mycotoxin, route, dose, and

Mold-cancer claims need specific exposure, mycotoxin, route, dose, and cancer endpoint evidence rather than broad claims that indoor mold generally causes cancer.

3 sources / 3 studies

Underlying ledger scores
Confidence
42/100
Source quality
76/100
Applicability
44/100
Bias risk
82/100
unsupportedEarly human evidencebehavioralmoderate overclaim risk

Integrity

63/100

Partly Supported / Context-Dependent

mouth taping: Direct evidence for mouth taping is limited to small,

Direct evidence for mouth taping is limited to small, selected, short-term studies and does not support broad sleep, HRV, oxygenation, jawline, or recovery claims.

3 sources / 3 studies

Underlying ledger scores
Confidence
42/100
Source quality
78/100
Applicability
42/100
Bias risk
82/100
unsupportedEarly human evidencepopulationmoderate overclaim risk

Integrity

64/100

Partly Supported / Context-Dependent

mouth taping: Mouth taping has only a narrow preliminary signal in

Mouth taping has only a narrow preliminary signal in selected mild obstructive sleep apnea or mouth-breathing contexts, not a general sleep-apnea treatment claim.

3 sources / 3 studies

Underlying ledger scores
Confidence
46/100
Source quality
78/100
Applicability
40/100
Bias risk
78/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

79/100

Supported With Boundaries

mouth taping: Mouth taping should not be treated as a sleep-apnea

Mouth taping should not be treated as a sleep-apnea treatment because obstructive sleep apnea requires proper screening, diagnosis, and evidence-based management.

4 sources / 4 studies

Underlying ledger scores
Confidence
78/100
Source quality
88/100
Applicability
80/100
Bias risk
74/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

77/100

Supported With Boundaries

mouth taping: Mouth taping can be inappropriate when nasal obstruction, congestion,

Mouth taping can be inappropriate when nasal obstruction, congestion, reflux or vomiting risk, sedatives, alcohol, panic reactions, or respiratory disease are present.

4 sources / 4 studies

Underlying ledger scores
Confidence
70/100
Source quality
82/100
Applicability
78/100
Bias risk
78/100
uncertainMechanistic signalbehavioralmoderate overclaim risk

Integrity

72/100

Supported With Boundaries

nasal breathing: Nasal breathing has real physiology, but that does not

Nasal breathing has real physiology, but that does not automatically validate taping the mouth shut as an effective or safe nightly intervention.

3 sources / 3 studies

Underlying ledger scores
Confidence
62/100
Source quality
82/100
Applicability
62/100
Bias risk
76/100
unsupportedInsufficient evidenceconsumer contexthigh overclaim risk

Integrity

51/100

Uncertain Claim

mouth taping: Claims that adult mouth taping reshapes the jawline or

Claims that adult mouth taping reshapes the jawline or face are unsupported and should not be presented as a cosmetic or masculinity protocol.

3 sources / 3 studies

Underlying ledger scores
Confidence
22/100
Source quality
62/100
Applicability
26/100
Bias risk
88/100
partly supportedExpert contextbehaviorallow overclaim risk

Integrity

84/100

Supported With Boundaries

mouth taping: Nighttime mouth breathing can signal an underlying issue such

Nighttime mouth breathing can signal an underlying issue such as congestion, allergies, anatomy, medication-related dry mouth, reflux, or sleep-disordered breathing.

4 sources / 4 studies

Underlying ledger scores
Confidence
74/100
Source quality
84/100
Applicability
80/100
Bias risk
54/100
unsupportedInsufficient evidencebehavioralhigh overclaim risk

Integrity

53/100

Uncertain Claim

mouth taping: Claims that mouth taping reliably improves HRV, oxygen saturation,

Claims that mouth taping reliably improves HRV, oxygen saturation, athletic recovery, or metabolic health are not established by the direct evidence base.

3 sources / 3 studies

Underlying ledger scores
Confidence
26/100
Source quality
70/100
Applicability
28/100
Bias risk
84/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

80/100

Supported With Boundaries

mouth taping: Children who snore, mouth breathe, or seem to need

Children who snore, mouth breathe, or seem to need mouth taping should be evaluated for airway, allergy, dental, or sleep issues rather than treated as biohack candidates.

3 sources / 3 studies

Underlying ledger scores
Confidence
78/100
Source quality
86/100
Applicability
84/100
Bias risk
78/100
uncertainExpert contextbehavioralmoderate overclaim risk

Integrity

68/100

Partly Supported / Context-Dependent

mouth taping: Mouth closure strategies can be relevant in narrow CPAP

Mouth closure strategies can be relevant in narrow CPAP leak or mouth-breathing contexts, but that is different from unsupervised mouth taping as a general sleep hack.

3 sources / 3 studies

Underlying ledger scores
Confidence
52/100
Source quality
78/100
Applicability
50/100
Bias risk
66/100
unsupportedInsufficient evidencesafetyhigh overclaim risk

Integrity

58/100

Partly Supported / Context-Dependent

parasite cleanses: The claim that most people in high-income settings are

The claim that most people in high-income settings are carrying hidden parasites is unsupported without exposure history, organism-specific symptoms, or appropriate diagnostic testing.

3 sources / 3 studies

Underlying ledger scores
Confidence
38/100
Source quality
82/100
Applicability
52/100
Bias risk
84/100
unsupportedExpert contextsafetymoderate overclaim risk

Integrity

65/100

Partly Supported / Context-Dependent

parasite cleanses: Stringy material, mucus, undigested food, or unusual shapes in

Stringy material, mucus, undigested food, or unusual shapes in stool photos do not reliably prove worms or parasites without laboratory identification or clinician-directed testing.

3 sources / 3 studies

Underlying ledger scores
Confidence
48/100
Source quality
84/100
Applicability
58/100
Bias risk
88/100
uncertainExpert contextsafetymoderate overclaim risk

Integrity

70/100

Supported With Boundaries

parasite cleanses: Vague symptoms such as fatigue, bloating, itching, cravings, skin

Vague symptoms such as fatigue, bloating, itching, cravings, skin changes, or mood shifts should not be treated as parasite evidence without exposure context and organism-specific evaluation.

3 sources / 3 studies

Underlying ledger scores
Confidence
54/100
Source quality
82/100
Applicability
62/100
Bias risk
82/100
unsupportedInsufficient evidencesafetyhigh overclaim risk

Integrity

55/100

Partly Supported / Context-Dependent

parasite cleanses: Herbal parasite cleanse protocols are not supported as broad

Herbal parasite cleanse protocols are not supported as broad deworming treatments for the general public and should not replace organism-specific antiparasitic care when infection is suspected.

4 sources / 4 studies

Underlying ledger scores
Confidence
34/100
Source quality
78/100
Applicability
44/100
Bias risk
86/100
uncertainExpert contextsafetymoderate overclaim risk

Integrity

73/100

Supported With Boundaries

parasite cleanses: Natural parasite cleanse products are not automatically safe because

Natural parasite cleanse products are not automatically safe because herbal and dietary supplements can carry liver, drug-interaction, contamination, dosing, and delayed-care risks.

3 sources / 3 studies

Underlying ledger scores
Confidence
62/100
Source quality
84/100
Applicability
68/100
Bias risk
78/100
unsupportedInsufficient evidencesafetyhigh overclaim risk

Integrity

55/100

Partly Supported / Context-Dependent

parasite cleanses: Feeling worse during a parasite cleanse is not proof

Feeling worse during a parasite cleanse is not proof of parasite die-off because symptoms can reflect laxative effects, dehydration, electrolyte shifts, GI irritation, anxiety, or product adverse effects.

3 sources / 3 studies

Underlying ledger scores
Confidence
32/100
Source quality
74/100
Applicability
48/100
Bias risk
86/100
unsupportedInsufficient evidencedosehigh overclaim risk

Integrity

51/100

Uncertain Claim

parasite cleanses: Full-moon parasite cleanse schedules are not supported by clinical

Full-moon parasite cleanse schedules are not supported by clinical evidence as a timing strategy for diagnosing or treating human parasite infections.

3 sources / 3 studies

Underlying ledger scores
Confidence
20/100
Source quality
62/100
Applicability
30/100
Bias risk
90/100
uncertainExpert contextmechanismmoderate overclaim risk

Integrity

75/100

Supported With Boundaries

parasites: The claim that conventional clinicians universally ignore parasites is

The claim that conventional clinicians universally ignore parasites is misleading because real parasite infections have established diagnostic and treatment pathways, even though individual cases can still be missed.

4 sources / 4 studies

Underlying ledger scores
Confidence
58/100
Source quality
84/100
Applicability
66/100
Bias risk
76/100
unsupportedInsufficient evidencesafetyhigh overclaim risk

Integrity

50/100

Uncertain Claim

parasite cleanses: Parasite cleanse protocols are not established heavy-metal detox treatments

Parasite cleanse protocols are not established heavy-metal detox treatments and should not be marketed as a substitute for validated toxicology evaluation or medically supervised treatment.

3 sources / 3 studies

Underlying ledger scores
Confidence
22/100
Source quality
70/100
Applicability
34/100
Bias risk
88/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

87/100

Strongly Supported Claim

raw milk: Raw milk is not safer than pasteurized milk because

Raw milk is not safer than pasteurized milk because pasteurization is designed to reduce disease-causing germs while preserving milk’s nutritional role.

4 sources / 4 studies

Underlying ledger scores
Confidence
90/100
Source quality
94/100
Applicability
86/100
Bias risk
72/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

81/100

Supported With Boundaries

raw milk: Pasteurization does not meaningfully destroy the major nutritional value

Pasteurization does not meaningfully destroy the major nutritional value of milk, so nutrition-loss claims do not outweigh the safety function of pathogen reduction.

3 sources / 3 studies

Underlying ledger scores
Confidence
82/100
Source quality
90/100
Applicability
78/100
Bias risk
74/100
partly supportedExpert contextpopulationmoderate overclaim risk

Integrity

79/100

Supported With Boundaries

raw milk: Raw milk is not established as a treatment for

Raw milk is not established as a treatment for lactose intolerance because raw cow’s milk still contains lactose and consumer tolerance claims are not the same as controlled digestive evidence.

3 sources / 3 studies

Underlying ledger scores
Confidence
72/100
Source quality
88/100
Applicability
70/100
Bias risk
78/100
uncertainObservational signalsafetymoderate overclaim risk

Integrity

70/100

Supported With Boundaries

raw milk: Farm-milk allergy and asthma observations do not justify recommending

Farm-milk allergy and asthma observations do not justify recommending retail raw milk because the observational farm-exposure signal is not equivalent to proving raw milk is a safe allergy-prevention intervention.

3 sources / 3 studies

Underlying ledger scores
Confidence
58/100
Source quality
84/100
Applicability
54/100
Bias risk
80/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

81/100

Supported With Boundaries

raw milk: Clean farm practices can reduce raw-milk contamination risk but

Clean farm practices can reduce raw-milk contamination risk but cannot guarantee raw milk is free of pathogens because contamination can occur despite good practices.

3 sources / 3 studies

Underlying ledger scores
Confidence
82/100
Source quality
90/100
Applicability
78/100
Bias risk
78/100
unsupportedInsufficient evidencesafetyhigh overclaim risk

Integrity

56/100

Partly Supported / Context-Dependent

raw milk: Raw milk is not established as a safe immune-building

Raw milk is not established as a safe immune-building food for the general public because claimed immune benefits remain weaker than the documented pathogen-risk boundary.

3 sources / 3 studies

Underlying ledger scores
Confidence
36/100
Source quality
82/100
Applicability
42/100
Bias risk
84/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

88/100

Strongly Supported Claim

raw milk: Children are a higher-risk group for serious illness from

Children are a higher-risk group for serious illness from raw milk pathogens, making child-focused raw-milk recommendations materially different from adult food-choice arguments.

3 sources / 3 studies

Underlying ledger scores
Confidence
90/100
Source quality
94/100
Applicability
88/100
Bias risk
72/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

80/100

Supported With Boundaries

raw milk: Drinking raw milk as an H5N1 immunity strategy is

Drinking raw milk as an H5N1 immunity strategy is not supported and can create infection risk rather than a reliable protective immune response.

3 sources / 3 studies

Underlying ledger scores
Confidence
80/100
Source quality
92/100
Applicability
76/100
Bias risk
86/100
supportedStrong human evidencesafetylow overclaim risk

Integrity

87/100

Strongly Supported Claim

raw milk: Raw milk outbreak risk is not theoretical because unpasteurized

Raw milk outbreak risk is not theoretical because unpasteurized milk and raw-milk products have repeatedly been linked to foodborne illness outbreaks.

4 sources / 4 studies

Underlying ledger scores
Confidence
88/100
Source quality
92/100
Applicability
86/100
Bias risk
68/100
uncertainExpert contextregulatorymoderate overclaim risk

Integrity

77/100

Supported With Boundaries

raw milk: Food-freedom arguments do not settle the health-evidence question because

Food-freedom arguments do not settle the health-evidence question because legal access, personal autonomy, and pathogen risk are related but separate lanes.

3 sources / 3 studies

Underlying ledger scores
Confidence
66/100
Source quality
84/100
Applicability
72/100
Bias risk
70/100
partly supportedExpert contextmechanismmoderate overclaim risk

Integrity

85/100

Strongly Supported Claim

adrenal fatigue: Adrenal fatigue is not a recognized medical diagnosis, and

Adrenal fatigue is not a recognized medical diagnosis, and vague symptoms should not be treated as proof that the adrenal glands are exhausted.

3 sources / 3 studies

Underlying ledger scores
Confidence
86/100
Source quality
92/100
Applicability
84/100
Bias risk
76/100
uncertainObservational signalmechanismmoderate overclaim risk

Integrity

70/100

Supported With Boundaries

cortisol: Cortisol can relate to appetite, fat distribution, and stress

Cortisol can relate to appetite, fat distribution, and stress physiology, but social-media cortisol-belly claims overstate what body shape alone can reveal.

3 sources / 3 studies

Underlying ledger scores
Confidence
58/100
Source quality
82/100
Applicability
54/100
Bias risk
82/100
unsupportedExpert contextmechanismmoderate overclaim risk

Integrity

66/100

Partly Supported / Context-Dependent

cortisol: Face-shape changes should not be interpreted as cortisol proof

Face-shape changes should not be interpreted as cortisol proof because swelling, weight change, medication effects, sleep, alcohol, inflammation, and endocrine disease require different explanations.

3 sources / 3 studies

Underlying ledger scores
Confidence
48/100
Source quality
82/100
Applicability
50/100
Bias risk
86/100
unsupportedInsufficient evidencepopulationhigh overclaim risk

Integrity

56/100

Partly Supported / Context-Dependent

adrenal cocktails: Adrenal or cortisol cocktails are not established treatments for

Adrenal or cortisol cocktails are not established treatments for abnormal cortisol physiology, adrenal fatigue, or chronic stress symptoms.

3 sources / 3 studies

Underlying ledger scores
Confidence
30/100
Source quality
76/100
Applicability
38/100
Bias risk
84/100
uncertainEarly human evidencesafetymoderate overclaim risk

Integrity

72/100

Supported With Boundaries

cortisol: Ashwagandha has limited human evidence for stress or anxiety

Ashwagandha has limited human evidence for stress or anxiety outcomes, but that does not make it a universal cortisol fix or risk-free adrenal treatment.

3 sources / 3 studies

Underlying ledger scores
Confidence
62/100
Source quality
82/100
Applicability
58/100
Bias risk
70/100
uncertainExpert contextmechanismmoderate overclaim risk

Integrity

78/100

Supported With Boundaries

cortisol: Routine cortisol testing for vague wellness symptoms can mislead

Routine cortisol testing for vague wellness symptoms can mislead when it is not tied to a validated clinical question, timing protocol, and differential diagnosis.

3 sources / 3 studies

Underlying ledger scores
Confidence
68/100
Source quality
88/100
Applicability
72/100
Bias risk
78/100
uncertainExpert contextmechanismmoderate overclaim risk

Integrity

73/100

Supported With Boundaries

cortisol: Coffee does not destroy the adrenal glands, although caffeine

Coffee does not destroy the adrenal glands, although caffeine timing, dose, anxiety, sleep, blood pressure, reflux, and individual tolerance can matter.

3 sources / 3 studies

Underlying ledger scores
Confidence
56/100
Source quality
76/100
Applicability
68/100
Bias risk
74/100
uncertainMechanistic signalmechanismmoderate overclaim risk

Integrity

68/100

Partly Supported / Context-Dependent

cortisol: High-intensity exercise can raise cortisol acutely, but that does

High-intensity exercise can raise cortisol acutely, but that does not prove HIIT causes fat gain through cortisol in otherwise appropriate training contexts.

3 sources / 3 studies

Underlying ledger scores
Confidence
52/100
Source quality
76/100
Applicability
56/100
Bias risk
78/100
uncertainMechanistic signalmechanismmoderate overclaim risk

Integrity

73/100

Supported With Boundaries

cortisol: Morning light can support circadian timing, but social-media claims

Morning light can support circadian timing, but social-media claims that sunlight simply resets cortisol often overcompress sleep, light exposure, and stress physiology.

3 sources / 3 studies

Underlying ledger scores
Confidence
58/100
Source quality
78/100
Applicability
62/100
Bias risk
68/100
partly supportedExpert contextsafetymoderate overclaim risk

Integrity

79/100

Supported With Boundaries

adrenal fatigue: Adrenal support supplements can create safety risk when products

Adrenal support supplements can create safety risk when products contain undisclosed thyroid or steroid hormone activity or when users self-treat symptoms without diagnosis.

3 sources / 3 studies

Underlying ledger scores
Confidence
78/100
Source quality
88/100
Applicability
74/100
Bias risk
76/100
partly supportedExpert contextbehaviorallow overclaim risk

Integrity

83/100

Supported With Boundaries

cannabis: The broad claim that cannabis shrinks your brain overstates

The broad claim that cannabis shrinks your brain overstates a mixed evidence base and swaps endpoints such as perfusion, activation, volume, and cognition.

10 sources / 7 studies

Underlying ledger scores
Confidence
78/100
Source quality
82/100
Applicability
75/100
Bias risk
58/100
partly supportedObservational signalbehaviorallow overclaim risk

Integrity

78/100

Supported With Boundaries

cannabis: Heavy lifetime cannabis use has been associated with lower

Heavy lifetime cannabis use has been associated with lower working-memory task activation in young-adult fMRI data.

1 sources / 1 studies

Underlying ledger scores
Confidence
78/100
Source quality
84/100
Applicability
68/100
Bias risk
42/100
partly supportedObservational signaldoselow overclaim risk

Integrity

82/100

Supported With Boundaries

cannabis: Cannabis brain-volume evidence varies by population, exposure pattern, age

Cannabis brain-volume evidence varies by population, exposure pattern, age at first use, co-use, measurement method, and confounding.

2 sources / 2 studies

Underlying ledger scores
Confidence
82/100
Source quality
84/100
Applicability
74/100
Bias risk
46/100
partly supportedExpert contextbehaviorallow overclaim risk

Integrity

81/100

Supported With Boundaries

brain imaging: A SPECT perfusion or blood-flow finding should not be

A SPECT perfusion or blood-flow finding should not be described as proof of structural brain shrinkage.

1 sources / 1 studies

Underlying ledger scores
Confidence
86/100
Source quality
72/100
Applicability
88/100
Bias risk
55/100
partly supportedExpert contextsafetylow overclaim risk

Integrity

85/100

Strongly Supported Claim

cannabis: Cannabis brain and cognition risk depends heavily on age,

Cannabis brain and cognition risk depends heavily on age, frequency, potency, recency, route, dependence, vulnerability, and co-use.

2 sources / 2 studies

Underlying ledger scores
Confidence
84/100
Source quality
86/100
Applicability
88/100
Bias risk
38/100
supportedExpert contextregulatorylow overclaim risk

Integrity

86/100

Strongly Supported Claim

ketamine: Ketamine should not be framed as a casual relaxation

Ketamine should not be framed as a casual relaxation substitute for cannabis; FDA warns about meaningful safety and monitoring concerns for compounded ketamine products.

1 sources / 1 studies

Underlying ledger scores
Confidence
90/100
Source quality
94/100
Applicability
90/100
Bias risk
30/100

Vital Signals

Get the weekly health signal without the wellness fog.

A clean weekly brief covering longevity science, fitness, nutrition, medicine, health culture, and the claims worth questioning.

No spam. No selling your information. Unsubscribe anytime.

By subscribing, you agree to receive email from Viral Vitalism. Unsubscribe anytime. See our Privacy Policy.