{"id":"W2249230094","doi":"10.2106/jbjs.l.00093","title":"Quality in Orthopaedic Surgery—An International Perspective","year":2013,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Perspective (graphical); Quality (philosophy); Orthopedic surgery; Medicine; Psychology; Computer science; Surgery; Philosophy; Epistemology; Artificial intelligence","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":[0.00987979,0.0007907011,0.0009065515,0.005484862,0.001431845,0.007700947,0.001511041,0.004684614,0.01137174],"category_scores_gemma":[0.01626083,0.0002857707,0.00103284,0.008175826,0.008207341,0.00712505,0.003414422,0.007214472,0.001274265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008499553,"about_ca_system_score_gemma":0.01030257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008821372,"about_ca_topic_score_gemma":0.006257618,"domain_scores_codex":[0.9963966,0.001162007,0.000462699,0.0004503254,0.000967023,0.0005614245],"domain_scores_gemma":[0.9776169,0.008344497,0.002783941,0.0006840354,0.006878593,0.003692041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002538179,0.0002591471,0.005867638,0.004908749,0.0001422517,0.0002353451,0.0009394932,0.001239625,0.0002510413,0.2084624,0.2170216,0.5604188],"study_design_scores_gemma":[0.00007248703,0.0005158877,0.02603253,0.01604292,0.0001290438,0.0008090374,0.002630134,0.0005911276,0.0002412051,0.07242388,0.8804018,0.0001099651],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0009755192,0.7162424,0.0004939885,0.2540163,0.009149231,0.00000971483,0.00008847507,0.00001999461,0.01900433],"genre_scores_gemma":[0.04992068,0.8863776,0.001163721,0.02947516,0.02926753,0.00003095684,0.0001409412,0.00003512003,0.003588321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01137174,"threshold_uncertainty_score":0.06166881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214006621216323,"score_gpt":0.3090684606392139,"score_spread":0.2669283944270507,"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."}}