{"id":"W4383420858","doi":"10.1016/s0016-5085(23)02164-9","title":"Su1003 IMPACT OF INDICATION FOR PROCEDURE, SETTING, AND PATIENT CHARACTERISTICS ON COLONOSCOPY COLORECTAL CANCER DETECTION IN ONTARIO, CANADA","year":2023,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Colorectal cancer; Medicine; General surgery; Oncology; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006537978,0.0003882924,0.0006621567,0.00106174,0.002548417,0.001633722,0.00163173,0.0006705489,0.004772237],"category_scores_gemma":[0.004937913,0.0005624308,0.001419543,0.004010779,0.0009630834,0.0004290661,0.0009001568,0.001229898,0.0003213817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04060394,"about_ca_system_score_gemma":0.06053355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967924,"about_ca_topic_score_gemma":0.9986694,"domain_scores_codex":[0.9983773,0.0001317848,0.0001321315,0.0002151593,0.0005184445,0.0006252021],"domain_scores_gemma":[0.9937732,0.0005308758,0.001438138,0.0001618745,0.002412156,0.001683809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002414498,0.00002586323,0.9924297,0.00006182017,0.0001123083,0.0001077769,0.0003667601,0.0001330237,0.000165997,0.0001567126,0.002908647,0.003290009],"study_design_scores_gemma":[0.00002292303,0.00002688326,0.9972032,0.0000593242,0.00007097354,0.00007446402,0.0008037851,0.0002425653,0.00004527011,0.00003238772,0.001401941,0.00001623111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665745,0.003005366,0.0002522019,0.002863467,0.0001056303,0.0000861051,0.01530236,0.00005023539,0.01176014],"genre_scores_gemma":[0.9940414,0.0009055869,0.0002088256,0.0003105968,0.00002190792,0.00001757124,0.002187659,0.00002186557,0.002284541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04060394,"threshold_uncertainty_score":0.2946036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009252667561148436,"score_gpt":0.2640421069238241,"score_spread":0.2547894393626756,"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."}}