Baloney Inspection Report: Claim #1047 · Inspected Sep 30, 2026, 11:53 AM PDT · Scoring model v2
34%“Breakfast is the most important meal of the day.”
34%Stinky Baloney — Seriously Off
That’s not the whole story…
Important facts omittedMisleading implicationsCherry-picked infoSpins the truth
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The Verdict
“Breakfast is the most important meal of the day.”34% Stinky Baloney — Seriously OffVerified blind by 5 frontier AIs · Baloney Inspection Report: baloney.ai/baloney/breakfast-is-the-most-important-meal-of-the-dayThe Baloney Sampler
The claim is too absolute: no accepted evidence shows breakfast is more important than lunch or dinner. The BMJ’s review of randomized trials found that eating breakfast did not promote weight loss or prevent weight gain, while a PubMed-indexed review found no clear effect of eating or skipping breakfast on body mass, body composition, metabolic rate, or thermogenesis.
Breakfast can still be useful in particular circumstances. The Dietary Guidelines Advisory Committee reported moderate evidence of favorable associations for children and adolescents, while evidence for adults was limited; observational links with better diet quality and health do not prove that breakfast itself is uniquely responsible.
Resting on The BMJ · National Library of Medicine / PubMed · Dietary Guidelines Advisory Committee · U.S. Department of Agriculture and U.S. Department of Health and Human Services
Other ways to slice it — phrasings that might have changed the rating
- “Eating breakfast can improve short-term attention, memory, and school-related performance in some children and adolescents, especially when it reduces hunger.” The reports describe context-dependent cognitive and school-related benefits, particularly among undernourished or food-insecure children.
- “Eating breakfast does not promote weight loss or prevent weight gain in adults.” The BMJ randomized-trial review found no weight-loss benefit, and the American Journal of Clinical Nutrition trial found no discernible weight-loss effect from recommending breakfast rather than skipping it.
- “Regular breakfast consumption may be associated with favorable growth and body-composition outcomes in children and adolescents.” The Dietary Guidelines Advisory Committee reported moderate evidence for these associations in younger people, while noting more limited evidence for adults.
Written from the panel’s reports by Perplexity · sonar-pro. Nothing here changed the score.
The Order Ticket
18:53:15CLAIM RECEIVED — QUEUED FOR INSPECTION✓
18:54:01claude-opus-5 REPORTED — SCORE 55, CONFIDENCE 82✓
18:53:54gpt-5.5 REPORTED — SCORE 34, CONFIDENCE 87✓
18:53:39gemini-3.1-pro-preview REPORTED — SCORE 99, CONFIDENCE 98✓
18:53:23sonar-pro REPORTED — SCORE 34, CONFIDENCE 95✓
18:54:31grok-4.6 REPORTED — SCORE 16, CONFIDENCE 78✓
18:54:56PRIMARY MASTER PERPLEXITY — SCORE 34✓
18:55:33BLIND VALIDATION GROK — SCORE 45✓
18:55:56AGREEMENT MODERATE DISAGREEMENT — DELTA 11✓
18:55:56SCORING MODEL V2 — MEDIAN OF 5 COUNTED LAB SCORES: 55, 34, 99, 34, 16 → 34.✓
18:55:56SOURCE RULE — LABS CITED 26 SOURCES: 0 DISCARDED FOR HAVING NO URL, 1 DISCARDED AS DEAD LINKS (404/410), 20 COULD NOT BE OPENED BY US AND ARE MARKED UNVERIFIED.✓
18:55:56SOURCE RULE — PRIMARY MASTER RULED ON 20 SOURCES: 0 DISCARDED FOR HAVING NO URL, 0 DISCARDED AS DEAD LINKS, 15 MARKED UNVERIFIED, 5 VERIFIED.✓
How This One Was Sliced
Station 1 · Blind Inspection — Five Graders, Zero Peeking
Each lab scored the claim independently, without seeing the others. Open a breakdown for its evidence, its sources, and how sure it was.
Anthropic · EQUAL WEIGHT · 46.3s
claude-opus-5
55%BALONEY
ROUND-1 BREAKDOWN
Evidence offered for the claim- Large prospective cohort studies associate regular breakfast consumption with lower cardiovascular risk: in the Health Professionals Follow-up Study, men who skipped breakfast had a ~27% higher risk of incident coronary heart disease over 16 years (Cahill et al., Circulation 2013).
- An analysis of NHANES III participants (Rong et al., JACC 2019) found that people who never ate breakfast had significantly higher cardiovascular and all-cause mortality than daily breakfast eaters.
- Reviews of breakfast and cognition in children and adolescents report modest benefits for on-task behavior, memory and academic performance, particularly in undernourished or food-insecure children (Adolphus et al., Frontiers in Human Neuroscience 2013).
- Public programs such as the USDA School Breakfast Program are built on evidence that a morning meal improves attendance, behavior and diet quality among children who would otherwise go without.
- Breakfast eaters, on average, have higher intakes of fiber, calcium and micronutrients; skipping the meal makes daily nutrient adequacy harder for some populations.
Evidence against the claim- The superlative 'most important meal' has never been tested, let alone demonstrated: no study ranks meals against one another for health impact, so the claim as written is unfalsifiable marketing language rather than a scientific finding.
- A 2019 BMJ systematic review and meta-analysis of 13 randomized controlled trials found that adding breakfast did NOT help with weight loss — breakfast eaters consumed about 260 kcal/day more and were slightly heavier — directly contradicting the most common health rationale for the slogan.
- The randomized 'Study of the Effects of Breakfast on Obesity' (Dhurandhar et al., AJCN 2014) found that recommending breakfast, or recommending skipping it, produced no significant difference in weight change over 16 weeks.
- The NEJM paper 'Myths, Presumptions, and Facts about Obesity' (Casazza et al., 2013) classified the belief that eating breakfast protects against obesity as a 'presumption' — widely believed but not supported by rigorous evidence.
- Observational breakfast benefits are heavily confounded: breakfast skippers are more likely to smoke, drink more alcohol, exercise less, have lower incomes and irregular work schedules, so the association is not established as causal.
- Trials of intermittent fasting / time-restricted eating regimens that routinely omit breakfast show neutral-to-favorable metabolic and weight outcomes, showing the meal is not indispensable for adults.
- The phrase's popularity traces to early-20th-century cereal marketing (Kellogg-era advertising), not to a research finding.
How sure this lab was82/100 — the lab’s own confidence in the score above, not a second reading of the claim.
SourcesThe BMJ (Sievert et al., 2019, systematic review and meta-analysis of RCTs)journal · 95 · New England Journal of Medicine — 'Myths, Presumptions, and Facts about Obesity' (Casazza et al., 2013)journal · 95 · American Journal of Clinical Nutrition — 'The effectiveness of breakfast recommendations on weight loss: a randomized controlled trial' (Dhurandhar et al., 2014)journal · 92 · Circulation (American Heart Association) — Cahill et al., 2013, breakfast eating and incident coronary heart diseasejournal · 90 · Journal of the American College of Cardiology — Rong et al., 2019, skipping breakfast and mortalityjournal · 88 · Frontiers in Human Neuroscience — Adolphus, Lawton & Dye, 2013, breakfast and children's academic performancejournal · 82 · USDA Food and Nutrition Service — School Breakfast Programgov · 88 · Harvard T.H. Chan School of Public Health — Nutrition Source (dietary guidance emphasizes overall diet quality, not any single meal)edu · 85
OpenAI · EQUAL WEIGHT · 39.3s
gpt-5.5
34%BALONEY
ROUND-1 BREAKDOWN
Evidence offered for the claim- Habitual breakfast eating is associated in observational research with better overall diet quality and some more favorable cardiometabolic markers, though this does not prove breakfast itself is the cause. The American Heart Association scientific statement treats breakfast timing as a potentially relevant eating-pattern factor, while emphasizing limits of causal evidence.
- In children and adolescents, breakfast—especially when it reduces hunger or food insecurity—has evidence of short-term benefits for attention, memory, and school-related performance; effects appear stronger in undernourished children.
- A randomized trial in lean adults found breakfast did not meaningfully change body mass but did increase morning physical activity thermogenesis and affected aspects of glycemic regulation, suggesting breakfast can matter for some behavioral/metabolic outcomes.
Evidence against the claim- The statement is a universal superlative: 'the most important meal.' Major nutrition guidance emphasizes overall dietary patterns, nutrient quality, and energy balance rather than declaring any single meal universally most important.
- Randomized controlled trial evidence does not support the common implication that eating breakfast causes weight loss. A 2019 BMJ systematic review/meta-analysis of RCTs found that adding breakfast was associated with higher daily energy intake and did not improve weight outcomes.
- An American Journal of Clinical Nutrition randomized trial found that recommending breakfast versus skipping breakfast had no discernible effect on weight loss in adults trying to lose weight.
- A peer-reviewed critique found that the breakfast-obesity literature had often overstated causal claims from weak or observational evidence, illustrating that popular certainty about breakfast exceeds the evidence.
- Benefits depend heavily on the person and the breakfast: a nutrient-dense breakfast for a hungry child is not equivalent to a sugary, low-nutrient breakfast for an adult who is not hungry. The evidence supports 'breakfast can be useful,' not 'breakfast is always the most important meal.'
How sure this lab was87/100 — the lab’s own confidence in the score above, not a second reading of the claim.
SourcesAmerican Heart Association / Circulationjournal · 92 · Frontiers in Human Neurosciencejournal · 84 · American Journal of Clinical Nutritionjournal · 90 · BMJjournal · 94 · American Journal of Clinical Nutritionjournal · 90 · American Journal of Clinical Nutritionjournal · 88 · U.S. Department of Agriculture and U.S. Department of Health and Human Servicesgov · 94
Google · EQUAL WEIGHT · 23.8s
gemini-3.1-pro-preview
99%BALONEY
ROUND-1 BREAKDOWN
Evidence offered for the claim- Numerous observational studies show a correlation between eating breakfast and a lower Body Mass Index (BMI), as well as a reduced risk of cardiovascular disease and type 2 diabetes.
- Eating a morning meal breaks the overnight fast, replenishing glycogen stores and providing readily available glucose, which has been shown to improve short-term cognitive performance and focus, particularly in school-aged children.
- Traditional nutritional advice for decades suggested that a hearty breakfast jump-starts metabolism for the day.
Evidence against the claim- The phrase 'Breakfast is the most important meal of the day' did not originate from scientific consensus, but was popularized as a marketing slogan in the late 19th and early 20th centuries by pioneers of the cereal industry, such as John Harvey Kellogg, to sell processed breakfast cereals.
- Systematic reviews and meta-analyses of randomized controlled trials (such as those published in the BMJ) have found no good evidence to support the claim that eating breakfast promotes weight loss or that skipping it leads to weight gain. In fact, skipping breakfast can reduce total daily calorie intake.
- Clinical research into intermittent fasting and time-restricted eating shows that skipping breakfast can be perfectly healthy and may offer metabolic benefits for some individuals, such as improved insulin sensitivity.
- Modern nutritional science widely agrees that overall diet quality, macronutrient balance, and total daily caloric intake are far more important to health than meal timing or the presence of a morning meal.
How sure this lab was98/100 — the lab’s own confidence in the score above, not a second reading of the claim.
SourcesBritish Medical Journal (BMJ)journal · 95 · The New York Timesnews · 85
Perplexity · EQUAL WEIGHT · 8.5s
sonar-pro
34%BALONEY
ROUND-1 BREAKDOWN
Evidence offered for the claim- Breakfast can support appetite control and satiety: a review found that most included studies reported improved appetite-control or satiety measures after breakfast compared with skipping it, although the authors characterized the support as modest.[https://pmc.ncbi.nlm.nih.gov/articles/PMC6247188/]
- For children and adolescents, the 2025 Dietary Guidelines Advisory Committee reported moderate evidence that regular breakfast may be associated with favorable growth and body-composition outcomes and/or lower obesity risk.[https://www.dietaryguidelines.gov/sites/default/files/2025-03/DGAC-Meeting-5-Summary.pdf]
- Observational research commonly links breakfast skipping with poorer diet quality and higher obesity prevalence, but these associations do not establish that breakfast itself causes better health outcomes.[https://pmc.ncbi.nlm.nih.gov/articles/PMC7304383/]
Evidence against the claim- The claim is too absolute: a review specifically evaluating whether breakfast is the most important meal concluded that available trials were not designed to answer that question and did not support a clear effect of regularly eating or skipping breakfast on body mass, body composition, metabolic rate, or diet-induced thermogenesis.[https://pubmed.ncbi.nlm.nih.gov/27292940/]
- A systematic review and meta-analysis of randomized controlled trials found no evidence that eating breakfast promotes weight loss or that skipping breakfast causes weight gain.[https://www.bmj.com/content/364/bmj.l42]
- In that review, breakfast eaters consumed about 260 additional kilocalories per day on average and had a small average weight difference favoring breakfast skippers, approximately 0.44 kg, although trial results were inconsistent and the evidence quality had limitations.[https://pmc.ncbi.nlm.nih.gov/articles/PMC6352874/]
- Another systematic review and meta-analysis found no discernible effects of eating versus skipping breakfast on body weight, BMI, body fat, fat mass, lean mass, or waist circumference.[https://pmc.ncbi.nlm.nih.gov/articles/PMC8924556/]
- The 2025 Dietary Guidelines Advisory Committee distinguished by age: for adults, it reported limited evidence that breakfast skipping is associated with favorable outcomes related to body weight, body composition, or obesity risk, while the stronger supportive evidence applied to children and adolescents rather than adults.[https://www.dietaryguidelines.gov/sites/default/files/2025-03/DGAC-Meeting-5-Summary.pdf]
How sure this lab was95/100 — the lab’s own confidence in the score above, not a second reading of the claim.
SourcesThe BMJjournal · 98 · PubMed; review article indexed in the National Library of Medicinejournal · 96 · National Library of Medicine, PMC; BMJ systematic reviewjournal · 98 · National Library of Medicine, PMC; systematic review and meta-analysisjournal · 95 · National Library of Medicine, PMC; peer-reviewed review articlejournal · 92 · Dietary Guidelines for Americans, Dietary Guidelines Advisory Committeegov · 97
xAI · EQUAL WEIGHT · 75.6s
grok-4.6
16%BALONEY
ROUND-1 BREAKDOWN
Evidence offered for the claim- Observational studies associate regular breakfast eating with better nutrient intake (fiber, vitamins, minerals), lower BMI in some populations, and improved concentration/academic performance in children.
- Some clinical and public-health guidance still encourages breakfast as part of a regular eating pattern that can help manage hunger and energy.
- Skipping breakfast has been linked in observational data to higher risks of type 2 diabetes and poorer overall diet quality.
Evidence against the claim- The absolute ranking 'most important meal' is not supported by causal evidence comparing breakfast to lunch or dinner; importance depends on overall diet, individual metabolism, and lifestyle.
- A 2019 BMJ systematic review and meta-analysis of RCTs found breakfast consumption was not associated with weight loss and was linked to higher daily energy intake.
- The slogan was popularized by 20th-century food-industry marketing (cereal and bacon campaigns) rather than originating in nutrition science.
- RCTs and intermittent-fasting research show many people can skip breakfast without harm and sometimes with metabolic benefit, indicating it is not universally essential.
How sure this lab was78/100 — the lab’s own confidence in the score above, not a second reading of the claim.
SourcesThe BMJjournal · 95 · The New York Timesnews · 85
Station 2 · The Masters
Primary Master · drawn at random
sonar-pro
34% BALONEY
The statement is substantially overstated because it presents a universal ranking that has not been established by comparative or causal evidence. The strongest evidence cited—randomized trials and systematic reviews—does not show that eating breakfast promotes weight loss, prevents weight gain, or is generally more important than other meals. The BMJ review of 13 randomized trials found no weight-loss benefit and reported approximately 260 additional daily kilocalories among breakfast consumers, with a small average weight difference favoring breakfast skippers, although the evidence had limitations. A separate review specifically asking whether breakfast is the most important meal found no clear effect on body mass, body composition, metabolic rate, or diet-induced thermogenesis. I accepted evidence that breakfast can be useful in particular circumstances: observational studies associate it with better nutrient intake and diet quality, and evidence suggests benefits for attention, memory, growth, or body composition in some children and adolescents, especially those affected by hunger or food insecurity. Those context-specific benefits do not justify the absolute superlative. I gave greater weight to randomized evidence and systematic reviews than to observational associations, because the latter are vulnerable to confounding. I did not treat the marketing-history claims as decisive to the nutrition question, though they reinforce that the slogan is not itself a scientific finding. The score is therefore in the Stinky Baloney range: misleading and materially incomplete, but not wholly false because breakfast may be beneficial for some people and populations.
All five evaluators agreed that breakfast can correlate with better diet quality or provide context-specific benefits, particularly for children, while also agreeing that the phrase is an unsupported universal superlative. Reports 1, 3, 4, and 5 rated it in the low-to-mid 30s and emphasized the randomized evidence against weight-loss claims. Report 2 was the outlier, assigning 99 despite listing essentially the same evidence against the statement; its reasoning and score are internally inconsistent, so its numerical recommendation was discounted while its factual points were retained. The main disagreement concerned severity, not direction: whether the slogan should be treated as merely exaggerated or as overwhelmingly false.
Blind Validation Master · never saw the Primary’s work
grok-4.6
45% BALONEY
The claim as written is a universal superlative with no scientific ranking behind it: no evidence shows breakfast is more important than lunch or dinner, and nutrition science treats overall diet quality, energy balance, and individual context as what actually matters. The slogan was popularized by cereal/bacon marketing, not by a research finding. RCT evidence (including the 2019 BMJ meta-analysis) does not support the usual health pitch—breakfast does not cause weight loss, tends to raise daily calorie intake, and skipping it can be metabolically fine, as intermittent-fasting trials also show. Observational links to lower BMI, better micronutrient intake, and lower cardiometabolic risk are real but heavily confounded and do not establish that the morning meal itself is uniquely causal. Modest, context-dependent benefits exist (especially short-term cognition and diet quality in children, and satiety for some adults), so the statement is not a total fabrication—but those caveats do not salvage “the most important meal of the day.” Scored as written, the ranking is false and the implication is misleading, not a small wording overreach on an otherwise true claim.
AI EVALUATORS SHOWED MODERATE DISAGREEMENT — MASTERS SCORED 34% AND 45% · REVIEW THE EVIDENCE CAREFULLY
How the number was reached · scoring model v2 · how our models work
- Median of 5 counted lab scores: 55, 34, 99, 34, 16 → 34.
The Evidence
Evidence offered for the claim
- Better nutrient intake Observational studies associate regular breakfast eating with higher intakes of fiber, calcium, vitamins, minerals, and better overall diet quality; these associations do not prove that breakfast itself causes the benefits.
- Potential benefits for children Reviews and dietary-guideline evidence indicate modest benefits for attention, memory, on-task behavior, school-related performance, growth, or body composition in some children and adolescents, particularly when breakfast reduces hunger, food insecurity, or undernutrition. These findings support breakfast as potentially useful in specific populations, not as universally the most important meal.
- Appetite and satiety A review found that most included studies reported improved appetite-control or satiety measures after breakfast compared with skipping it, but the support was characterized as modest and does not establish breakfast as more important than other meals.
- Lower-risk observational associations DEBUNKED — Regular breakfast consumption has been associated with lower BMI and lower cardiovascular or type 2 diabetes risk in cohort studies, but breakfast skippers also differ in smoking, alcohol use, exercise, income, work schedules, and overall diet, so these findings do not establish causation.
Evidence against the claim
- The superlative is untested No cited study ranks breakfast against lunch or dinner for overall health importance. Reviews concluded that available evidence does not support a clear effect of regularly eating or skipping breakfast on body mass, body composition, metabolic rate, or diet-induced thermogenesis.
- Randomized trials do not show weight-loss benefit The 2019 BMJ systematic review and meta-analysis of 13 randomized controlled trials found no evidence that eating breakfast promotes weight loss or that skipping breakfast causes weight gain. Breakfast consumption was associated with about 260 additional daily kilocalories and a small average weight difference favoring breakfast skippers, although trial quality and consistency were limited.
- Direct breakfast recommendation trial An American Journal of Clinical Nutrition randomized trial found no discernible difference in weight loss between adults advised to eat breakfast and adults advised to skip it.
- Importance depends on context The value of breakfast varies with age, hunger, food security, dietary quality, metabolism, activity, and total daily intake. A nutrient-dense meal that helps a hungry child is not equivalent to a sugary meal eaten by an adult who is not hungry.
- Overall dietary pattern matters more The cited nutrition guidance emphasizes overall dietary patterns, nutrient quality, macronutrient balance, and energy balance rather than identifying one meal as universally most important.
- Marketing origin is not scientific validation The evaluators reported that the slogan was popularized through late-19th- and early-20th-century cereal-industry promotion, including Kellogg-era advertising, rather than established as a scientific conclusion.
Sources · Reliability · Why Accepted or Discounted
| Source | Type | Reliability | Ruling |
|---|
| The BMJunverified | journal | 98 | ACCEPTED — A systematic review and meta-analysis of randomized controlled trials directly addresses breakfast, weight, and energy intake; its findings are central to evaluating the claim. |
| The BMJunverified | journal | 95 | ACCEPTED — Duplicate citation of the same authoritative randomized-evidence review; retained once conceptually, with the higher panel reliability recorded separately where supplied. |
| The New York Timesunverified | news | 85 | ACCEPTED — Useful secondary reporting for the public interpretation and marketing context, but given less weight than peer-reviewed evidence. |
| The New York Timesunverified | news | 85 | ACCEPTED — Secondary reporting that accurately reflects the cited scientific debate; not used as the primary basis for causal conclusions. |
| American Heart Association / Circulationunverified | journal | 92 | ACCEPTED — A scientific statement provides relevant context on meal timing and explicitly recognizes limits of causal evidence. |
| Frontiers in Human Neuroscienceunverified | journal | 84 | ACCEPTED — A review relevant to breakfast, cognition, and school performance in children and adolescents, particularly in undernourished groups. |
| American Journal of Clinical Nutritionunverified | journal | 90 | ACCEPTED — Randomized trial evidence directly relevant to breakfast recommendations and weight loss. |
| American Journal of Clinical Nutritionunverified | journal | 90 | ACCEPTED — Peer-reviewed randomized breakfast research cited by the evaluator as relevant to metabolic and body-composition outcomes. |
| American Journal of Clinical Nutritionunverified | journal | 88 | ACCEPTED — Peer-reviewed breakfast-obesity evidence used to assess the limits of causal claims. |
| U.S. Department of Agriculture and U.S. Department of Health and Human Servicesunverified | gov | 94 | ACCEPTED — Government dietary guidance supports evaluating overall dietary patterns rather than assigning universal primacy to one meal. |
| Peer-reviewed review article | journal | 92 | ACCEPTED — Review directly addresses appetite control and satiety after breakfast, while recognizing the modest nature of the evidence. |
| Dietary Guidelines Advisory Committeeunverified | gov | 97 | ACCEPTED — Current government advisory evidence distinguishes potentially favorable breakfast associations in children and adolescents from limited or different evidence in adults. |
| National Library of Medicine / PubMed | journal | 96 | ACCEPTED — The indexed peer-reviewed review directly evaluates whether breakfast is the most important meal and finds no clear supporting effect. |
| National Library of Medicine / PMC | journal | 98 | ACCEPTED — Accessible full-text version of the BMJ systematic review, providing the randomized-trial findings and quantitative estimates. |
| National Library of Medicine / PMC | journal | 92 | ACCEPTED — Review relevant to observational breakfast associations and their limitations. |
| National Library of Medicine / PMC | journal | 95 | ACCEPTED — Systematic review and meta-analysis reporting no discernible effects of eating versus skipping breakfast on multiple body-composition measures. |
| American Journal of Clinical Nutritionunverified | journal | 92 | ACCEPTED — The cited randomized trial directly tests breakfast recommendations and weight loss. |
| New England Journal of Medicineunverified | journal | 95 | ACCEPTED — Peer-reviewed review cited for classifying the breakfast-obesity belief as a presumption rather than a rigorously established fact. |
| Circulationunverified | journal | 90 | ACCEPTED — Prospective cohort evidence relevant to the association between breakfast skipping and coronary heart disease, interpreted as observational rather than causal. |
| Journal of the American College of Cardiologyunverified | journal | 88 | ACCEPTED — Cohort analysis relevant to breakfast skipping and mortality, but its observational design limits causal interpretation. |
Every link was opened when this claim was inspected. A dead link was discarded before publication; “unverified” means the site refused our automated check and the link is the one the panel cited. A source without a URL was never kept.
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The Verdict
“Breakfast is the most important meal of the day.”34% Stinky Baloney — Seriously OffVerified blind by 5 frontier AIs · Baloney Inspection Report: baloney.ai/baloney/breakfast-is-the-most-important-meal-of-the-day