{"id":"W4388466575","doi":"10.2196/50110","title":"Pharmaceutical Agents as Potential Drivers in the Development of Early-Onset Colorectal Cancer: Case-Control Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Applebaum Foundation","keywords":"Medicine; Population; Colorectal cancer; Risk factor; Incidence (geometry); Obesity; Cancer; Family history; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838836,0.0001224158,0.00032502,0.0001894066,0.0001995947,0.00002777634,0.00007545863,0.00005617733,0.00003135959],"category_scores_gemma":[0.0001152622,0.00009308282,0.0000387312,0.0007337439,0.00005717314,0.00005051476,0.00003451731,0.000253066,0.000006754633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324022,"about_ca_system_score_gemma":0.0009354532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000664477,"about_ca_topic_score_gemma":0.002328529,"domain_scores_codex":[0.9981372,0.0003898746,0.0003930352,0.0002691065,0.0003769653,0.0004338711],"domain_scores_gemma":[0.9992586,0.0001520397,0.00009774804,0.0001173765,0.00007508229,0.0002991622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001611578,0.0001787028,0.8737714,0.00008815741,0.00005159066,0.0002867905,0.009220834,0.000005030572,0.00001099663,0.00000167274,0.0004217253,0.1143515],"study_design_scores_gemma":[0.003125672,0.00169112,0.9874706,0.00001149046,0.000002356481,0.0002803524,0.003940994,0.001338956,0.000004006702,0.000001846986,0.002047725,0.00008487224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951534,0.000184528,0.00003115476,0.002893071,0.000192328,0.001330365,0.0000252734,0.00006738217,0.0001225218],"genre_scores_gemma":[0.9989015,0.0000671418,0.00001890046,0.0005752706,0.00006444225,0.0003132274,0.0000105764,0.00001006413,0.00003881041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142667,"threshold_uncertainty_score":0.3795807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05257933629350482,"score_gpt":0.3751086090135882,"score_spread":0.3225292727200834,"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."}}