{"id":"W4392602197","doi":"10.29007/zjq1","title":"Improved Prediction of Postoperative Knee Function Using Preoperative Patient Factors and Intraoperative Measures of Bony Resection, Ligament Release, and Implant Alignment in Total Knee Arthroplasty: A Database Analysis of 363 Cases","year":2024,"lang":"en","type":"article","venue":"EPiC series in health sciences","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Arthroplasty; Osteoarthritis; Oxford knee score; Surgery; Joint replacement; Total knee arthroplasty; Knee Joint","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007604244,0.0001855704,0.0006518865,0.0008623035,0.0001357392,0.00002415095,0.00002251629,0.00005205337,0.0000235139],"category_scores_gemma":[0.0004142543,0.0001345272,0.00005019501,0.001363184,0.0006887535,0.0005207193,0.00007097842,0.0001598444,5.482202e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727195,"about_ca_system_score_gemma":0.0004851857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005900708,"about_ca_topic_score_gemma":0.005594515,"domain_scores_codex":[0.9977394,0.0002515691,0.0009209911,0.0004446668,0.0004090902,0.0002342936],"domain_scores_gemma":[0.9990553,0.000343036,0.0002323836,0.0001404491,0.0001255585,0.0001033119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001443818,0.0003083984,0.9126579,0.0009228972,0.0005611199,0.00002676721,0.05223451,0.003763012,0.02244273,0.0005451365,0.00001998191,0.005073768],"study_design_scores_gemma":[0.001256852,0.01898508,0.8489792,0.002089844,0.0003126836,0.0001804849,0.06924121,0.03138595,0.02729805,0.00002988974,0.00003664126,0.0002040769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943266,0.003760228,0.0001271859,0.0003149094,0.0003266673,0.0008400902,0.0002809453,0.00001298638,0.00001042233],"genre_scores_gemma":[0.9988492,0.0005332732,0.0004958998,0.00004163587,0.00001117708,0.00002830386,0.0000212907,0.000006841357,0.00001238235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06367862,"threshold_uncertainty_score":0.8920146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823070952645268,"score_gpt":0.3060442026258655,"score_spread":0.2678134930994128,"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."}}