{"id":"W4243392911","doi":"10.1503/cmaj.120560","title":"Checklists","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Checklist; Otorhinolaryngology; Computer science; Medicine; Medical education; World Wide Web; Surgery; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01809619,0.001710378,0.001580981,0.009065308,0.002318914,0.00246461,0.00282786,0.001366917,0.2290509],"category_scores_gemma":[0.1351644,0.0006892715,0.001810484,0.00354522,0.0008743681,0.002966837,0.003331804,0.002390377,0.1091991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002259245,"about_ca_system_score_gemma":0.009276129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004995184,"about_ca_topic_score_gemma":0.008295054,"domain_scores_codex":[0.9778667,0.008597601,0.006420927,0.00115675,0.005026075,0.000931952],"domain_scores_gemma":[0.8608255,0.04444524,0.008921374,0.01105309,0.07036133,0.004393491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005881732,0.0002753856,0.003791566,0.002273909,0.00003795644,0.0002830963,0.002100158,0.000241416,0.0003689246,0.002964028,0.8346425,0.1524329],"study_design_scores_gemma":[0.0002962074,0.00031334,0.01067471,0.00266839,0.00004882948,0.0006033689,0.001814935,0.000324268,0.0007096383,0.00478213,0.9776004,0.0001637653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0354479,0.004923881,0.0712295,0.01733328,0.009148344,0.0716821,0.3764046,0.02855747,0.3852729],"genre_scores_gemma":[0.08453433,0.00622349,0.2376375,0.01301283,0.002187187,0.1106913,0.3142307,0.008056791,0.2234258],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2290509,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008987167315801799,"score_gpt":0.2431527892898648,"score_spread":0.234165621974063,"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."}}