{"id":"W4407285122","doi":"10.1093/jcag/gwae059.088","title":"A88 PATIENT-CENTRIC VALIDATION OF A PROVINCE-WIDE COLONOSCOPY REFERRAL SHEET DETERMINING WAIT-TIME PROCEDURAL ALLOCATION","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke; McGill University Health Centre; McGill University","funders":"","keywords":"Referral; Colonoscopy; Medicine; Medical emergency; Medical physics; Family medicine; Colorectal cancer; Internal medicine; 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":[0.00768123,0.0002944887,0.0003154462,0.001736681,0.0003978989,0.0008853864,0.000724642,0.0003236971,0.002030856],"category_scores_gemma":[0.01983762,0.0002521023,0.0005499668,0.002213129,0.0003391386,0.0004281444,0.0007302233,0.0003206438,0.000811922],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001531639,"about_ca_system_score_gemma":0.002778946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01250068,"about_ca_topic_score_gemma":0.01655284,"domain_scores_codex":[0.9949735,0.002450876,0.0008755774,0.000587653,0.0007623133,0.0003500697],"domain_scores_gemma":[0.9736674,0.006253541,0.01116403,0.002388584,0.005397781,0.001128768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003125718,0.00006774987,0.99389,0.00004344066,0.00003212613,0.00003405147,0.0001792291,0.0002250819,0.0002871744,0.00003812813,0.0004953026,0.004395145],"study_design_scores_gemma":[0.00004965168,0.0004174707,0.9963118,0.00002737924,0.00002937787,0.0001755735,0.0004021307,0.001224341,0.0004549747,0.00002713779,0.0008701948,0.000009916699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942523,0.00009901671,0.001445164,0.00007128438,0.00001122354,0.0002985626,0.002969519,0.00003106738,0.0008218651],"genre_scores_gemma":[0.9947156,0.00003604328,0.001672419,0.00004179535,0.00001387576,0.0003382181,0.002992467,0.000007990944,0.0001815355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984683,"threshold_uncertainty_score":0.04062277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009050604983192807,"score_gpt":0.2359916900978888,"score_spread":0.226941085114696,"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."}}