{"id":"W4316039477","doi":"10.3390/cancers15020485","title":"Obesity and Cancer: A Current Overview of Epidemiology, Pathogenesis, Outcomes, and Management","year":2023,"lang":"en","type":"review","venue":"Cancers","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":614,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Epidemiology; Obesity; Medicine; Pathogenesis; Cancer; Bioinformatics; Data science; Intensive care medicine; Pathology; Computer science; Internal medicine; Biology","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":[0.0004456566,0.0003859378,0.002958776,0.000185014,0.00004279985,0.000004599223,0.00009865813,0.0001717117,0.00003907462],"category_scores_gemma":[0.00005618743,0.0002797914,0.0003518397,0.0002773264,0.0001816379,0.00002068276,0.0001709623,0.0002507538,0.000004431924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013246,"about_ca_system_score_gemma":0.0005844641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00210037,"about_ca_topic_score_gemma":0.0002201566,"domain_scores_codex":[0.9981515,0.000109053,0.0007164849,0.0005603668,0.000142756,0.0003198036],"domain_scores_gemma":[0.9986956,0.0002078091,0.0004514672,0.0003902756,0.00003233485,0.0002225193],"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":[0.000006034486,0.0000073383,0.008804019,0.1113313,0.0004714872,0.00001041984,0.00001785804,5.298255e-7,2.338396e-8,0.0002292687,0.002006528,0.8771151],"study_design_scores_gemma":[0.0003697687,0.00003621484,0.01495516,0.03127625,0.002893551,0.000008339876,0.00001235712,0.000003710668,5.846709e-8,0.00003666608,0.9501874,0.0002204641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001578921,0.9971878,0.000005853539,0.00005994655,0.0006738367,0.001318492,0.0005101853,0.00003904212,0.00004697945],"genre_scores_gemma":[0.000006125268,0.9989604,0.0000576433,0.0001194605,0.0001136046,0.0003710937,0.00007918524,0.00005048277,0.0002420261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9481809,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2559012896841186,"score_gpt":0.4703773653542769,"score_spread":0.2144760756701583,"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."}}