{"id":"W2234375900","doi":"10.1016/s0027-9684(15)30024-9","title":"Access matters: Improved detection of premalignant polyps with a screening colonoscopy program for the uninsured","year":2015,"lang":"en","type":"article","venue":"Journal of the National Medical Association","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Capital District Health Authority","funders":"","keywords":"Colonoscopy; Medicine; Internal medicine; Colorectal cancer; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001167921,0.0002728998,0.000289575,0.0006479106,0.000536293,0.0009483136,0.000606065,0.001041188,0.01133578],"category_scores_gemma":[0.01944788,0.0001773972,0.0006299996,0.0005181857,0.0002354492,0.001602894,0.0009023873,0.0006344328,0.0005242744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006018076,"about_ca_system_score_gemma":0.001906557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01752109,"about_ca_topic_score_gemma":0.02327366,"domain_scores_codex":[0.9988376,0.0004444791,0.00007844713,0.0001513466,0.0003063914,0.0001817186],"domain_scores_gemma":[0.9954377,0.001531889,0.000938407,0.0002132227,0.0004964242,0.001382462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00210278,0.004466281,0.7570355,0.0002816593,0.0002228457,0.0004576006,0.0003701131,0.0004635255,0.001454133,0.0004085795,0.01203933,0.2206977],"study_design_scores_gemma":[0.0001764965,0.002171387,0.9898443,0.0001159205,0.0003014808,0.0005306099,0.000359796,0.002011552,0.0007245326,0.0003428673,0.003405191,0.00001586231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577971,0.001612798,0.001053378,0.01737241,0.0005021397,0.0002222078,0.001305018,0.0002222423,0.01991282],"genre_scores_gemma":[0.9946896,0.0003337044,0.001087549,0.001572466,0.0003069966,0.00003383021,0.0003061744,0.00001229055,0.00165749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01752109,"threshold_uncertainty_score":0.03792202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373398885374359,"score_gpt":0.3437276866663463,"score_spread":0.3063877981289104,"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."}}