{"id":"W2566157983","doi":"10.71781/30252","title":"Identification of patients at risk of poor outcomes following hip or knee arthroplasty","year":2015,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arthroplasty; Medicine; Identification (biology); Hip arthroplasty; Physical therapy; Surgery; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002834928,0.000572021,0.0009015056,0.002109419,0.0006013953,0.001732262,0.0007254999,0.001001278,0.003492719],"category_scores_gemma":[0.01689965,0.0003242114,0.001199816,0.002083325,0.0004408882,0.001105892,0.001378483,0.001287983,0.0006239857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006053953,"about_ca_system_score_gemma":0.001947149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008235327,"about_ca_topic_score_gemma":0.0133709,"domain_scores_codex":[0.9980925,0.0008000543,0.0002540375,0.0002917364,0.000314451,0.0002472864],"domain_scores_gemma":[0.9923303,0.002733208,0.00311121,0.0003663409,0.001005821,0.000453228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001528495,0.00006523119,0.9832726,0.0001700106,0.0001370927,0.00006267775,0.00015792,0.0001783955,0.00006521876,0.0001100293,0.0005859719,0.01504208],"study_design_scores_gemma":[0.00001900168,0.0002521948,0.9936317,0.0003700552,0.0002243409,0.0003353196,0.0008522238,0.001990821,0.0001660507,0.0007423189,0.001386148,0.00002995379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782573,0.01025852,0.002652271,0.002386972,0.0001911462,0.0001111326,0.001841837,0.00004864456,0.004252223],"genre_scores_gemma":[0.9924046,0.003400075,0.001563753,0.0003021352,0.0001399298,0.00009174652,0.00131682,0.00001043426,0.0007704528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008235327,"threshold_uncertainty_score":0.01637483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006859194425067655,"score_gpt":0.2081113957235811,"score_spread":0.2012522012985134,"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."}}