{"id":"W2977972939","doi":"10.1136/bmj.l5383","title":"Colorectal cancer screening with faecal immunochemical testing, sigmoidoscopy or colonoscopy: a microsimulation modelling study","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Sigmoidoscopy; Medicine; Colonoscopy; Colorectal cancer; Incidence (geometry); Internal medicine; Guideline; Cancer; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002632937,0.0002228826,0.0003852462,0.0001049514,0.0001259797,0.0000481746,0.00007981506,0.0001192952,0.0001403224],"category_scores_gemma":[0.00008647906,0.0001696078,0.00005707431,0.0005113411,0.00004487131,0.0001115658,0.00005053424,0.0003464625,0.00002468614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917248,"about_ca_system_score_gemma":0.0002867575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373361,"about_ca_topic_score_gemma":0.0001988247,"domain_scores_codex":[0.9984433,0.00005007674,0.0003296767,0.0004648376,0.0003913703,0.0003207256],"domain_scores_gemma":[0.9990702,0.0001937645,0.0001592296,0.0002342518,0.000227018,0.0001155096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1215116,0.0005223664,0.6750461,0.0001197953,0.0003251395,0.00007537923,0.001424574,0.07971212,0.1155408,0.000001990561,0.0004045714,0.005315507],"study_design_scores_gemma":[0.01197555,0.03776873,0.09854285,0.0010058,0.0004345484,0.0002657191,0.001291352,0.7826499,0.06481931,0.000006616262,0.0005356134,0.0007040399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882535,0.0001107382,0.008297712,0.0001468216,0.0001952137,0.002034295,0.000005051382,0.0002145544,0.0007420887],"genre_scores_gemma":[0.9841639,0.000002424908,0.01450856,0.0001030192,0.0003078503,0.0002383933,0.00001233743,0.00004689597,0.0006166646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7029377,"threshold_uncertainty_score":0.6916406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598830584024605,"score_gpt":0.3377336423574975,"score_spread":0.2917453365172514,"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."}}