{"id":"W2791198962","doi":"10.1093/jcag/gwy009.259","title":"A259 PHYSCIAN FACTORS ASSOCIATED WITH INAPPROPRIATE FECAL IMMUNOCHEMICAL TESTING.","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Logistic regression; Graduation (instrument); Family medicine; Demography; Recall; Test (biology); Chart; Psychology; Internal medicine; Statistics","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":[0.0003216963,0.00008951736,0.0002774132,0.0001263891,0.0001236768,0.00001400524,0.0001976369,0.00008985741,0.00003817974],"category_scores_gemma":[0.001131803,0.00005955471,0.000141652,0.0002097105,0.0001277576,0.00004980559,0.00002265577,0.0002403063,0.000003321063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008631066,"about_ca_system_score_gemma":0.0005929346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009918666,"about_ca_topic_score_gemma":0.03907927,"domain_scores_codex":[0.9988896,0.0001344498,0.0003211099,0.0000817699,0.0003109842,0.000262083],"domain_scores_gemma":[0.997672,0.0000623764,0.0007686621,0.0001585078,0.001100393,0.0002380245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375982,0.00009966891,0.9945588,0.000003301039,0.0004072133,0.000003404195,0.00009657731,0.000003228318,0.002246804,0.00001873279,0.002379647,0.00004508067],"study_design_scores_gemma":[0.001375385,0.001003343,0.9961032,0.00008761555,0.0003071671,0.00002833864,0.00004428266,0.00004338443,0.0005548146,0.00007536349,0.0003417012,0.00003536853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937463,0.000005421804,0.00002119237,0.005458628,0.0001586646,0.0000999593,0.00002463765,0.000004963394,0.0004802731],"genre_scores_gemma":[0.9985967,6.869695e-7,0.0001058473,0.001015192,0.0001148286,0.000001302124,0.000007649571,0.000009763789,0.0001480717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0380874,"threshold_uncertainty_score":0.978455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932941096054645,"score_gpt":0.2306996765195987,"score_spread":0.2113702655590522,"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."}}