{"id":"W1994321643","doi":"10.12927/hcq..16463","title":"ICES Report: Large Bowel Endoscopy in Ontario: Variation by Geographic Region and Hospital Type","year":2004,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geographic variation; Endoscopy; Medicine; General surgery; Variation (astronomy); Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001810845,0.0001178381,0.0001914038,0.000143956,0.00008415862,0.00002306569,0.00002564342,0.0001366679,0.000009007333],"category_scores_gemma":[0.00001957141,0.0001174639,0.00003549578,0.0002269436,0.00001968214,0.0001295937,0.000004718938,0.0003077379,0.000004002454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873461,"about_ca_system_score_gemma":0.0002919866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3099376,"about_ca_topic_score_gemma":0.3888773,"domain_scores_codex":[0.9989218,0.00003570002,0.0002787867,0.0003281173,0.0001838917,0.0002516942],"domain_scores_gemma":[0.9994485,0.00001546176,0.0001200331,0.0001883757,0.00009275127,0.0001348894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002101927,0.0002658278,0.9724059,0.0001867808,0.00002992634,0.0006065436,0.01292157,0.000001111312,0.0003867622,0.0002869156,0.0002689426,0.01053787],"study_design_scores_gemma":[0.001883113,0.01178921,0.9827267,0.0001881076,0.0000187082,0.0003655877,0.0005580425,0.00001883947,0.00004971419,0.0006544245,0.001613353,0.0001342287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929141,0.0009504363,0.0006858057,0.004392301,0.0004470991,0.0003703057,0.000002661612,0.00008551324,0.0001518068],"genre_scores_gemma":[0.9990454,0.00004171717,0.000326998,0.0002894354,0.00008040944,0.00002968054,0.00005522611,0.0000135594,0.000117622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07893971,"threshold_uncertainty_score":0.6946576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115575426739903,"score_gpt":0.2688024092877261,"score_spread":0.2576466550203271,"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."}}