marchwarden/docs/stress-tests/M3.3-runs/14-contradiction.log

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2026-04-09 02:21:47 +00:00
Researching: Is dietary cholesterol harmful?
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╭─────────────────────────────────── Answer ───────────────────────────────────╮
│ The question of whether dietary cholesterol is harmful is nuanced and │
│ remains an area of active scientific debate. Here is a synthesis of the │
│ current evidence: │
│ │
│ 1. **Dietary cholesterol vs. blood cholesterol**: The body produces most of │
│ its own cholesterol, and dietary cholesterol has a relatively modest and │
│ variable effect on blood (serum) cholesterol levels. Epidemiological studies │
│ and clinical interventions have largely shown that dietary cholesterol │
│ intake does not significantly impact blood cholesterol in most individuals │
│ [PMC6024687; PMC9143438]. A meta-analysis of 224 studies (8,143 subjects) │
│ found only modest increases in both LDL and HDL when dietary cholesterol is │
│ increased [Consensus Academic Search]. │
│ │
│ 2. **CVD risk from observational studies**: A 2020 AHA Science Advisory │
│ (Carson et al., Circulation) found a significant positive relationship │
│ between dietary cholesterol intake and blood LDL, but evidence from │
│ observational studies generally does not indicate a significant association │
│ with cardiovascular disease risk [AHA Journals, │
│ doi:10.1161/CIR.0000000000000743]. However, a large pooled cohort study │
│ (n=29,615, published in JAMA) found each additional 300 mg/day of dietary │
│ cholesterol was associated with higher risk of incident CVD and all-cause │
│ mortality [PACE-CME; The Cardiology Advisor]. │
│ │
│ 3. **Updated dietary guidelines**: The 20152020 U.S. Dietary Guidelines │
│ removed the previous 300 mg/day dietary cholesterol limit, citing no │
│ appreciable relationship between dietary cholesterol and serum cholesterol. │
│ However, this decision was contested by scientists who argued the evidence │
│ was insufficient rather than exculpatory [Regulations.gov scientists' │
│ comment; PMC6024687]. The AHA's 2026 dietary guidance states that dietary │
│ cholesterol is 'no longer a primary target for CVD risk reduction for most │
│ people,' though it still advises limiting cholesterol-rich foods [AHA │
│ Journals, doi:10.1161/CIR.0000000000001435]. │
│ │
│ 4. **Individual variability**: People differ substantially in how they │
│ respond to dietary cholesterol—'hyper-responders' see more significant LDL │
│ increases than 'hypo-responders.' Genetic and hormonal factors play │
│ important roles [ScienceDirect hypo/hyperresponders; PubMed 12074253]. │
│ │
│ 5. **Eggs as a cholesterol source**: Eggs are the primary dietary │
│ cholesterol source studied. Evidence on egg consumption and CVD is │
│ inconsistent. A 2025 umbrella review found 'critically low' quality of │
│ evidence and concluded there is no sufficient evidence to discourage egg │
│ consumption, though weak associations with higher LDL and heart failure risk │
│ were noted [ScienceDirect, doi:10.1016/j.numecd.2025.103849]. A BMJ │
│ meta-analysis suggested higher egg consumption could be associated with │
│ higher CVD risk [BMJ m513]. │
│ │
│ 6. **Saturated fat confounding**: Most foods high in dietary cholesterol are │
│ also high in saturated fat, which does raise LDL cholesterol and CVD risk. │
│ Eggs and shrimp are notable exceptions [PMC6024687]. │
│ │
│ **Bottom line**: For most people, dietary cholesterol in moderate amounts is │
│ unlikely to be a primary driver of CVD risk. However, it is not completely │
│ benign—particularly for hyper-responders or people with diabetes—and the │
│ overall dietary pattern (especially saturated fat intake) matters more than │
│ dietary cholesterol in isolation. Caution is still warranted, and individual │
│ factors should guide dietary choices. │
╰──────────────────────────────────────────────────────────────────────────────╯
Citations
┏━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓
┃ # ┃ Title / Locator ┃ Excerpt ┃ Conf ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩
│ 1 │ Dietary Cholesterol and the │ To date, extensive research │ 0.92 │
│ │ Lack of Evidence in │ did not show evidence to │ │
│ │ Cardiovascular Disease - PMC │ support a role of dietary │ │
│ │ https://pmc.ncbi.nlm.nih.gov/ │ cholesterol in the development │ │
│ │ articles/PMC6024687/ │ of CVD. As a result, the │ │
│ │ │ 20152020 Dietary Guidelines │ │
│ │ │ for Americans removed the │ │
│ │ │ recommendations of restricting │ │
│ │ │ dietary cholesterol to 300 │ │
│ │ │ mg/day. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 2 │ Is There a Correlation │ it was not until the late │ 0.91 │
│ │ between Dietary and Blood │ 1990s when they were finally │ │
│ │ Cholesterol? Evidence from │ challenged by the newer │ │
│ │ Epidemiological Data and │ information derived from │ │
│ │ Clinical Interventions - PMC │ epidemiological studies and │ │
│ │ https://pmc.ncbi.nlm.nih.gov/ │ meta-analysis, which confirmed │ │
│ │ articles/PMC9143438/ │ the lack of correlation │ │
│ │ │ between dietary and blood │ │
│ │ │ cholesterol. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 3 │ Dietary Cholesterol and │ Evidence from observational │ 0.93 │
│ │ Cardiovascular Risk: A │ studies conducted in several │ │
│ │ Science Advisory from the AHA │ countries generally does not │ │
│ │ https://www.ahajournals.org/d │ indicate a significant │ │
│ │ oi/full/10.1161/CIR.000000000 │ association with │ │
│ │ 0000743 │ cardiovascular disease risk. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 4 │ Dietary Cholesterol and │ Differences in dietary │ 0.88 │
│ │ Cardiovascular Risk: A │ cholesterol ranged from 155 to │ │
│ │ Science Advisory (full text) │ 1000 mg/d. A significant │ │
│ │ https://www.ahajournals.org/d │ positive relationship was │ │
│ │ oi/10.1161/CIR.00000000000007 │ identified between dietary │ │
│ │ 43 │ cholesterol │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 5 │ 2026 Dietary Guidance to │ Dietary cholesterol is no │ 0.90 │
│ │ Improve Cardiovascular Health │ longer a primary target for │ │
│ │ https://www.ahajournals.org/d │ CVD risk reduction for most │ │
│ │ oi/10.1161/CIR.00000000000014 │ people. Nevertheless, heart │ │
│ │ 35 │ │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 6 │ Higher consumption of dietary │ Among US adults, higher intake │ 0.87 │
│ │ cholesterol or eggs linked to │ of dietary cholesterol or eggs │ │
│ │ increased risk of incident │ was significantly linked to │ │
│ │ CVD and mortality - PACE-CME │ increased risk of incident CVD │ │
│ │ https://pace-cme.org/news/hig │ and all-cause mortality in a │ │
│ │ her-consumption-of-dietary-ch │ dose-response manner, which │ │
│ │ olesterol-or-eggs-linked-to-i │ was independent of nutrients │ │
│ │ ncreased-risk-of-incident-cvd │ or diets │ │
│ │ -and-mortality/2455413/ │ │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 7 │ After Continued Debate, │ Each additional 300 mg of │ 0.87 │
│ │ Dietary Cholesterol Linked to │ dietary cholesterol consumed │ │
│ │ Significant Increase in CVD - │ per day was significantly │ │
│ │ The Cardiology Advisor │ associated with a higher risk │ │
│ │ https://www.thecardiologyadvi │ for incident CVD and all-cause │ │
│ │ sor.com/home/topics/metabolic │ mortality, as was each │ │
│ │ /dyslipidemia/after-continued │ additional half an egg │ │
│ │ -debate-dietary-cholesterol-l │ consumed per day. │ │
│ │ inked-to-significant-increase │ │ │
│ │ -in-cvd/ │ │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 8 │ Scientists' Comment on │ dietary cholesterol is very │ 0.82 │
│ │ Dietary Cholesterol - │ much a 'nutrient of concern,' │ │
│ │ Regulations.gov │ because it increases LDL │ │
│ │ https://downloads.regulations │ cholesterol, a │ │
│ │ .gov/FDA-2018-P-1593-0049/att │ well-established risk factor │ │
│ │ achment_2.pdf │ for coronary heart disease. │ │
│ │ │ Furthermore, the consumption │ │
│ │ │ of whole eggs is associated │ │
│ │ │ with the risk of type 2 │ │
│ │ │ diabetes │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 9 │ Dietary Cholesterol And Blood │ A meta-analysis of 224 studies │ 0.85 │
│ │ Cholesterol - Consensus │ involving 8,143 subjects found │ │
│ │ Academic Search Engine │ that dietary cholesterol │ │
│ │ https://consensus.app/questio │ intake leads to modest │ │
│ │ ns/dietary-cholesterol-and-bl │ increases in both LDL and HDL │ │
│ │ ood-cholesterol/ │ cholesterol levels. The study │ │
│ │ │ highlighted that while dietary │ │
│ │ │ cholesterol does raise serum │ │
│ │ │ cholesterol levels, the effect │ │
│ │ │ is relatively small and varies │ │
│ │ │ among individuals. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 10 │ Effect of egg consumption on │ The overall quality of studies │ 0.88 │
│ │ health outcomes: Updated │ was critically low. The level │ │
│ │ umbrella review - │ of evidence was very weak for │ │
│ │ ScienceDirect │ all the significant │ │
│ │ https://www.sciencedirect.com │ associations: risk of heart │ │
│ │ /science/article/pii/S0939475 │ failure (RR 1.15; 95%CI: │ │
│ │ 325000031 │ 1.021.30)... higher levels of │ │
│ │ │ LDL cholesterol (WMD 7.39; │ │
│ │ │ 95%CI 5.828.95)... No │ │
│ │ │ evidence of association was │ │
│ │ │ found among all cardiovascular │ │
│ │ │ outcomes and all-cause │ │
│ │ │ mortality risk │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 11 │ Egg consumption and risk of │ Results from our updated │ 0.84 │
│ │ cardiovascular disease - The │ meta-analysis suggest that │ │
│ │ BMJ │ higher egg consumption could │ │
│ │ https://www.bmj.com/content/3 │ be associated with a higher │ │
│ │ 68/bmj.m513 │ risk of cardiovascular disease │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 12 │ Hypo- and hyperresponders to │ Hypo- and hyperresponders to │ 0.78 │
│ │ dietary cholesterol - │ dietary cholesterol │ │
│ │ ScienceDirect │ │ │
│ │ https://www.sciencedirect.com │ │ │
│ │ /science/article/abs/pii/S000 │ │ │
│ │ 2916523398897 │ │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 13 │ Here's the latest on dietary │ More recently, accumulating │ 0.87 │
│ │ cholesterol and how it fits │ data has caused researchers to │ │
│ │ in with a healthy diet | │ broaden their thinking about │ │
│ │ American Heart Association │ how dietary cholesterol and │ │
│ │ https://www.heart.org/en/news │ eggs fit into a healthy │ │
│ │ /2023/08/25/heres-the-latest- │ eating pattern. 'We've │ │
│ │ on-dietary-cholesterol-and-ho │ advanced considerably,' said │ │
│ │ w-it-fits-in-with-a-healthy-d │ professor Linda Van Horn │ │
│ │ iet │ │ │
└─────┴───────────────────────────────┴────────────────────────────────┴───────┘
Gaps
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Category ┃ Topic ┃ Detail ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ source_not_found │ Long-term RCT data on │ Most evidence comes from │
│ │ dietary cholesterol and │ observational studies or │
│ │ hard CVD endpoints │ short-term interventions. │
│ │ │ There are no large, │
│ │ │ long-term randomized │
│ │ │ controlled trials │
│ │ │ directly testing reduced │
│ │ │ dietary cholesterol │
│ │ │ versus hard CVD outcomes │
│ │ │ like myocardial │
│ │ │ infarction or │
│ │ │ cardiovascular death. │
├───────────────────────┼──────────────────────────┼───────────────────────────┤
│ source_not_found │ Dietary cholesterol │ While some sources │
│ │ effects in specific │ mention increased CVD │
│ │ high-risk subgroups │ risk from eggs in people │
│ │ (diabetes, familial │ with diabetes, the │
│ │ hypercholesterolemia) │ gathered evidence does │
│ │ │ not deeply characterize │
│ │ │ effects in all high-risk │
│ │ │ subgroups such as │
│ │ │ familial │
│ │ │ hypercholesterolemia │
│ │ │ patients. │
├───────────────────────┼──────────────────────────┼───────────────────────────┤
│ contradictory_sources │ Mechanisms │ Confounding between │
│ │ distinguishing dietary │ dietary cholesterol and │
│ │ cholesterol from │ saturated fat intake │
│ │ saturated fat effects │ makes it difficult to │
│ │ │ isolate dietary │
│ │ │ cholesterol's independent │
│ │ │ effect on CVD; different │
│ │ │ studies handle this │
│ │ │ confounder differently, │
│ │ │ leading to inconsistent │
│ │ │ conclusions. │
└───────────────────────┴──────────────────────────┴───────────────────────────┘
Discovery Events
┏━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ ┃ Suggested ┃ ┃ ┃
┃ Type ┃ Researcher ┃ Query ┃ Reason ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ contradiction │ database │ dietary │ The evidence is │
│ │ │ cholesterol CVD │ contradictory │
│ │ │ risk randomized │ between large │
│ │ │ controlled trial │ observational │
│ │ │ meta-analysis │ pooled cohorts │
│ │ │ 2020 2024 │ (showing CVD │
│ │ │ │ risk) and │
│ │ │ │ intervention/epid │
│ │ │ │ emiological │
│ │ │ │ reviews (showing │
│ │ │ │ no significant │
│ │ │ │ association), │
│ │ │ │ warranting deeper │
│ │ │ │ RCT-level │
│ │ │ │ analysis. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ related_research │ arxiv │ lean mass │ A distinct │
│ │ │ hyper-responder │ phenotype (lean │
│ │ │ LDL dietary │ mass │
│ │ │ cholesterol │ hyper-responders) │
│ │ │ cardiovascular │ shows pronounced │
│ │ │ risk 2023 2024 │ LDL increases on │
│ │ │ │ low-carb diets │
│ │ │ │ high in dietary │
│ │ │ │ fat/cholesterol, │
│ │ │ │ with unclear CVD │
│ │ │ │ implications. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ related_research │ database │ dietary │ Multiple sources │
│ │ │ cholesterol type │ mention │
│ │ │ 2 diabetes risk │ association │
│ │ │ eggs 2020 2024 │ between │
│ │ │ meta-analysis │ egg/cholesterol │
│ │ │ │ intake and type 2 │
│ │ │ │ diabetes risk, │
│ │ │ │ which is not │
│ │ │ │ fully explored in │
│ │ │ │ the gathered │
│ │ │ │ evidence. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ new_source │ database │ ACC AHA 2026 │ New 2026 ACC/AHA │
│ │ │ dyslipidemia │ dyslipidemia │
│ │ │ guidelines │ guidelines were │
│ │ │ dietary │ referenced but │
│ │ │ cholesterol │ only partially │
│ │ │ recommendations │ retrieved; full │
│ │ │ │ dietary │
│ │ │ │ cholesterol │
│ │ │ │ guidance warrants │
│ │ │ │ review. │
└──────────────────┴───────────────────┴───────────────────┴───────────────────┘
Open Questions
┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Priority ┃ Question ┃ Context ┃
┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ high │ Should dietary cholesterol │ Scientists' comments on the │
│ │ recommendations differ for │ 2015 dietary guidelines and │
│ │ people with diabetes or │ some observational studies │
│ │ familial hypercholesterolemia │ suggest egg/cholesterol intake │
│ │ compared to the general │ may increase CHD risk │
│ │ population? │ specifically in people with │
│ │ │ diabetes. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ high │ Do LDL cholesterol │ Research shows wide individual │
│ │ hyper-responders to dietary │ variability in LDL response to │
│ │ cholesterol face meaningfully │ dietary cholesterol; it is │
│ │ higher long-term CVD risk, and │ unclear whether │
│ │ should they restrict dietary │ hyper-responders have elevated │
│ │ cholesterol? │ CVD risk and need tailored │
│ │ │ advice. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ high │ How much of the observed CVD │ PMC6024687 notes most │
│ │ risk associated with dietary │ high-cholesterol foods are also │
│ │ cholesterol in observational │ high in saturated fat; │
│ │ studies is attributable to │ isolating dietary cholesterol's │
│ │ saturated fat co-ingestion │ independent effect is │
│ │ rather than cholesterol itself? │ methodologically challenging. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ medium │ What is the effect of dietary │ PACE-CME study noted that CVD │
│ │ cholesterol within the context │ risk association from dietary │
│ │ of a high-quality overall diet │ cholesterol was independent of │
│ │ (e.g., Mediterranean or DASH │ overall diet quality, but this │
│ │ diet)? │ needs further investigation. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ medium │ Does the food matrix (e.g., │ The 2025 umbrella review of egg │
│ │ eggs vs. red meat) in which │ consumption found weak │
│ │ dietary cholesterol is consumed │ associations; it is unclear if │
│ │ modify its impact on CVD risk? │ the source of dietary │
│ │ │ cholesterol modulates risk │
│ │ │ independently of the │
│ │ │ cholesterol content. │
└──────────┴─────────────────────────────────┴─────────────────────────────────┘
╭───────────────────────────────── Confidence ─────────────────────────────────╮
│ Overall: 0.78 │
│ Corroborating sources: 13 │
│ Source authority: high │
│ Contradiction detected: True │
│ Query specificity match: 0.85 │
│ Budget status: spent │
│ Recency: current │
╰──────────────────────────────────────────────────────────────────────────────╯
╭──────────────────────────────────── Cost ────────────────────────────────────╮
│ Tokens: 64718 │
│ Iterations: 3 │
│ Wall time: 120.07s │
│ Model: claude-sonnet-4-6 │
╰──────────────────────────────────────────────────────────────────────────────╯
trace_id: 27d81891-5bf2-4bf4-9744-55f39ffaf696