{"id":"W4362455465","doi":"10.1016/j.arth.2023.03.077","title":"Trends in Outpatient Total Knee Arthroplasty From 2012 to 2020","year":2023,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"American College of Surgeons","keywords":"Medicine; Body mass index; Receiver operating characteristic; Outpatient clinic; Physical therapy; Internal medicine; Emergency 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":[0.0004127086,0.000266472,0.0003827703,0.002197764,0.0003194295,0.001109724,0.0004962743,0.0007537155,0.00470027],"category_scores_gemma":[0.003041922,0.0001950453,0.0009682513,0.003158536,0.0001577368,0.0009975994,0.0005321859,0.001100702,0.0009362985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140615,"about_ca_system_score_gemma":0.001462267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03387454,"about_ca_topic_score_gemma":0.06952664,"domain_scores_codex":[0.9991444,0.00006618151,0.0002124348,0.0001116315,0.0002047176,0.0002604944],"domain_scores_gemma":[0.9966883,0.0001764755,0.00198873,0.00002965622,0.0006922234,0.0004247009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003895936,0.0001377247,0.9583519,0.000492382,0.0001983126,0.0003006469,0.0002832716,0.000336882,0.0004832984,0.0004535863,0.01838359,0.02018878],"study_design_scores_gemma":[0.00001381214,0.0001042939,0.9881213,0.0001908946,0.00007055313,0.001095161,0.0007073882,0.0004697072,0.0001309984,0.00008666804,0.00899492,0.00001439872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086568,0.01215535,0.0006007604,0.005262502,0.0004665244,0.00003932017,0.05617035,0.0001981615,0.01645012],"genre_scores_gemma":[0.9513387,0.006569362,0.0005154859,0.001342066,0.0003530412,0.00006407423,0.03600639,0.00004022593,0.003770676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03387454,"threshold_uncertainty_score":0.06735474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625170729317633,"score_gpt":0.2693099128366017,"score_spread":0.2530582055434254,"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."}}