{"id":"W2898911258","doi":"10.5435/jaaos-d-18-00393","title":"Synthetic Graft Compared With Allograft Reconstruction for Extensor Mechanism Disruption in Total Knee Arthroplasty: A Multicenter Cohort Study","year":2018,"lang":"en","type":"article","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Surgery; Ambulatory; Complication; Total knee arthroplasty; Arthroplasty; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374529,0.0003739507,0.0005076854,0.0007856323,0.0004372577,0.0008722757,0.0004051709,0.0005254483,0.002094096],"category_scores_gemma":[0.003945594,0.0002691939,0.0009227757,0.0009987692,0.0003289017,0.0007004371,0.0004921856,0.0004681823,0.0002188601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003564974,"about_ca_system_score_gemma":0.000518979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009360572,"about_ca_topic_score_gemma":0.001549753,"domain_scores_codex":[0.9988894,0.0002919532,0.0002153134,0.0002299906,0.0002233612,0.0001500248],"domain_scores_gemma":[0.9968808,0.0004459535,0.001909112,0.0002243294,0.0002097347,0.0003300672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006703704,0.0001008124,0.9976853,0.00003258404,0.0001935925,0.00009469505,0.00004718307,0.00001641621,0.00009562654,0.00001896209,0.00007423619,0.0009701963],"study_design_scores_gemma":[0.0001968227,0.002437955,0.9936315,0.00007279711,0.0004015482,0.001540895,0.0008887106,0.0002408341,0.0001203923,0.00005773931,0.0003970424,0.00001371936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993256,0.000385404,0.00003877805,0.00002645359,0.000007624463,0.00001112599,0.0001155105,8.027516e-7,0.00008878196],"genre_scores_gemma":[0.9995079,0.0001743871,0.00005352827,0.00002859544,0.00001840071,0.00001695376,0.0001549821,0.000001325013,0.00004397467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002094096,"threshold_uncertainty_score":0.007269263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572731321960576,"score_gpt":0.2867394159547734,"score_spread":0.2710121027351677,"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."}}