{"id":"W4416067104","doi":"10.18632/oncoscience.634","title":"From obesity to cancer: Gut microbiome mechanisms, biomarkers, and U.S. public health strategies","year":2025,"lang":"en","type":"review","venue":"Oncoscience","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"Gut microbiome; Microbiome; Public health; Epidemiology; Obesity; Transformative learning; Biomarker; Gut flora","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004644179,0.0003912563,0.0008860857,0.0002048838,0.0002957426,0.0002118482,0.000679595,0.0003188685,0.00002385175],"category_scores_gemma":[0.00004770137,0.0003437261,0.0001447723,0.0005752073,0.0001491115,0.00001016207,0.0005174521,0.0001676014,0.00001570748],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001786119,"about_ca_system_score_gemma":0.006218635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366372,"about_ca_topic_score_gemma":0.001321488,"domain_scores_codex":[0.9974949,0.0001935838,0.0004324109,0.00109592,0.0001286163,0.0006545551],"domain_scores_gemma":[0.998702,0.00002620976,0.0002540665,0.0005579558,0.00006585722,0.0003938944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000498073,0.0001019656,0.00001049407,0.006888209,0.00008857024,0.000003656777,0.00008593487,1.413035e-7,0.03102987,0.0004387026,0.02025888,0.9410886],"study_design_scores_gemma":[0.00009276875,0.0001372193,0.00005020366,0.002457307,0.00003793189,0.00001088388,0.00009064477,3.555938e-7,0.00007163855,0.00006364668,0.9966564,0.0003310094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002607058,0.9942068,0.002007521,0.0007747936,0.0006160716,0.0007402293,0.001211626,0.00002226622,0.0001599193],"genre_scores_gemma":[0.00009170215,0.9942019,0.003425843,0.001098094,0.0001404275,0.00006347993,0.0004400569,0.00002084895,0.0005176712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9763975,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728773215837573,"score_gpt":0.3689340541035899,"score_spread":0.3316463219452142,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}