{"id":"W2895101255","doi":"10.1053/j.gastro.2018.10.010","title":"Organized Screening Is Better Than Opportunistic Screening at Decreasing the Burden of Colorectal Cancer in the United States","year":2018,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario; University of Ottawa","funders":"","keywords":"Sigmoidoscopy; Medicine; Colorectal cancer; Colonoscopy; Fecal occult blood; Cancer; Incidence (geometry); Population; Colorectal cancer screening; Cancer screening; Scopus; Internal medicine; Oncology; MEDLINE; Environmental health","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":[0.0006697118,0.0004880094,0.0008517939,0.0004969454,0.0002539663,0.00004226942,0.0005218664,0.0005277075,0.0006697435],"category_scores_gemma":[0.0001352767,0.0003139826,0.0002558276,0.0005436454,0.0006183208,0.0000469705,0.0002686953,0.001914227,0.000009290804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002023501,"about_ca_system_score_gemma":0.00009132332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008582589,"about_ca_topic_score_gemma":0.0011741,"domain_scores_codex":[0.9964952,0.0007136218,0.0006993473,0.0006213696,0.0006132388,0.0008572641],"domain_scores_gemma":[0.9980239,0.0004578712,0.0005756493,0.0005783652,0.0002773748,0.00008687523],"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":[0.0371767,0.0000749004,0.1737777,0.0003520784,0.001432093,0.00100466,0.009261351,0.0001964163,0.001267736,9.374821e-7,0.7726389,0.002816504],"study_design_scores_gemma":[0.01817007,0.02933313,0.2112662,0.004056299,0.004592996,0.007322938,0.005182277,0.0437582,0.002096585,0.0001525129,0.6725534,0.001515412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6853916,0.00008465516,0.001319882,0.3120943,0.0002789589,0.0005564388,0.0001614847,0.00005055196,0.00006211927],"genre_scores_gemma":[0.5562513,0.000109012,0.001093318,0.4359265,0.004378394,0.0001894616,0.00153026,0.0001417015,0.0003800809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291403,"threshold_uncertainty_score":0.9999312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907980812436968,"score_gpt":0.2779168456467901,"score_spread":0.2488370375224205,"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."}}