{"id":"W2638706875","doi":"10.1097/sla.0000000000002338","title":"The Checklist Paradox","year":2017,"lang":"en","type":"letter","venue":"Annals of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Checklist; Family medicine; University hospital; Library science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006366587,0.0002493419,0.0004115789,0.0007952864,0.005191436,0.002610288,0.001140434,0.01075056,0.02099939],"category_scores_gemma":[0.05573012,0.0002685376,0.0003914096,0.0007351257,0.005243436,0.003273738,0.001811274,0.01258228,0.004967915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006580121,"about_ca_system_score_gemma":0.007421976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02438768,"about_ca_topic_score_gemma":0.03634304,"domain_scores_codex":[0.9960327,0.001786991,0.0003061332,0.0003058216,0.00109333,0.0004751307],"domain_scores_gemma":[0.9750288,0.01651367,0.001063879,0.000982651,0.004537505,0.001873619],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001287488,0.000006758888,0.0005038025,0.00002219346,0.000003878258,0.0007261778,0.0004670188,0.00002739407,0.00002653758,0.03365718,0.9569063,0.007639755],"study_design_scores_gemma":[0.00005884874,0.00001150805,0.00136182,0.0005428304,0.0000101887,0.002648339,0.002069435,0.000186352,0.00008092945,0.04042014,0.9525805,0.00002904957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001254999,0.001188369,0.0001532722,0.9639667,0.003061922,0.000009402109,0.00009978523,0.00002178247,0.03024378],"genre_scores_gemma":[0.04762191,0.002144356,0.0002587996,0.9260809,0.006136456,0.00004960992,0.0001132796,0.00005538832,0.01753937],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9936334,"threshold_uncertainty_score":0.07024997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283408044707137,"score_gpt":0.3667150657313473,"score_spread":0.1383742612606336,"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."}}