{"id":"W4318016840","doi":"10.1056/nejmc2215192","title":"Colonoscopy Screening and Colorectal Cancer Incidence and Mortality","year":2023,"lang":"en","type":"letter","venue":"New England Journal of Medicine","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Colonoscopy; Colorectal cancer; Incidence (geometry); Medicine; Colorectal cancer screening; Oncology; Internal medicine; General surgery; Cancer; Mathematics","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":[0.000974925,0.0002989677,0.001047909,0.0003950782,0.0000912748,0.00002483687,0.00009498847,0.0003967753,0.00009370247],"category_scores_gemma":[0.000605966,0.0002134975,0.00008361716,0.0002516641,0.000275371,0.00009459591,0.00005956575,0.002215924,0.00000137133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028647,"about_ca_system_score_gemma":0.0003571934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002704968,"about_ca_topic_score_gemma":0.0006481934,"domain_scores_codex":[0.9978814,0.0001165493,0.0006281051,0.0003014808,0.0007831406,0.0002893221],"domain_scores_gemma":[0.998119,0.0005562459,0.0005867123,0.0001340129,0.0002746963,0.0003293529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007945586,0.0000105792,0.05019787,0.0005308735,0.0006493657,0.00386864,0.001042973,0.000008306417,0.0008665812,0.000001797472,0.7827731,0.1521044],"study_design_scores_gemma":[0.05530184,0.0288787,0.2779133,0.008994736,0.00346436,0.01552068,0.0002525037,0.000515115,0.0006860457,0.0005326902,0.6072853,0.0006547396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6187043,0.008016706,0.0003406186,0.3708054,0.001649049,0.0002453051,0.00001178872,0.0000488019,0.0001781038],"genre_scores_gemma":[0.6792316,0.0138256,0.001304438,0.2035736,0.09919263,0.00002359285,0.00005881569,0.0001720171,0.002617684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2277154,"threshold_uncertainty_score":0.9627209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0395509217979516,"score_gpt":0.3313120255447271,"score_spread":0.2917611037467755,"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."}}