{"id":"W2605741512","doi":"10.1016/j.arth.2017.03.049","title":"Recording Adverse Events Following Joint Arthroplasty: Financial Implications and Validation of an Adverse Event Assessment Form","year":2017,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Adverse effect; Perioperative; Emergency medicine; Retrospective cohort study; Intensive care medicine; Surgery; Internal medicine","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":[0.07977771,0.0008034704,0.001133219,0.003669168,0.001599254,0.002752532,0.002224102,0.0021496,0.004606043],"category_scores_gemma":[0.2807634,0.0004202133,0.001702018,0.0029138,0.001281703,0.002859936,0.002400144,0.002375234,0.001683227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00262241,"about_ca_system_score_gemma":0.007589605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629463,"about_ca_topic_score_gemma":0.004757857,"domain_scores_codex":[0.8974465,0.05044328,0.03429685,0.002841943,0.01295375,0.002017735],"domain_scores_gemma":[0.4940973,0.2916607,0.09656115,0.02512926,0.08567913,0.006872403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003573549,0.00190922,0.8895653,0.0005208547,0.0003288599,0.0004874003,0.001545003,0.001506285,0.0006132388,0.002590938,0.01493978,0.08241953],"study_design_scores_gemma":[0.001618087,0.004562172,0.926748,0.001088971,0.0006002821,0.001508779,0.003589689,0.019234,0.004627647,0.004283847,0.0319045,0.0002339206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.877607,0.001385087,0.02286114,0.01520822,0.001326952,0.02054298,0.02282482,0.0004240763,0.03781977],"genre_scores_gemma":[0.9292529,0.0007438635,0.03847422,0.002786124,0.0005418472,0.01444901,0.009919519,0.00007267071,0.003759874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07977771,"threshold_uncertainty_score":0.4219099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443738279891767,"score_gpt":0.3161214875266311,"score_spread":0.2916841047277134,"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."}}