{"id":"W3045551225","doi":"10.1016/j.knee.2020.06.010","title":"Survivorship of constrained polyethylene inserts in primary total knee replacements","year":2020,"lang":"en","type":"article","venue":"The Knee","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Concordia Hospital; Orthopaedic Innovation Centre; University of Manitoba","funders":"Smith and Nephew","keywords":"Medicine; Radiodensity; Oxford knee score; Radiography; Valgus; Total knee arthroplasty; Survivorship curve; Surgery; Prosthesis; Cohort; Osteoarthritis; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003580069,0.0001637568,0.0004188289,0.00006970482,0.00003947917,0.000006837427,0.00008729706,0.00006998098,0.0003072324],"category_scores_gemma":[0.0004161118,0.000118512,0.00009804642,0.0003079301,0.0001854469,0.00007024701,0.0001165558,0.0002851776,0.00009163973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000487379,"about_ca_system_score_gemma":0.0001292181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000200626,"about_ca_topic_score_gemma":0.00005346,"domain_scores_codex":[0.9986337,0.0001224007,0.0004177757,0.0002273435,0.0003288768,0.0002699486],"domain_scores_gemma":[0.9990902,0.0002642578,0.0001130761,0.0003630341,0.00003493797,0.0001345101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004467364,0.000515932,0.7887557,0.0006802967,0.000338253,0.0002484602,0.0115129,0.00007491919,0.179236,0.0009700952,0.00217657,0.0110235],"study_design_scores_gemma":[0.007897955,0.00136657,0.974735,0.0001833683,0.00008686777,0.0001156771,0.001180741,0.0002854376,0.01285871,0.00008038326,0.000942657,0.0002666015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821382,0.0001912593,0.0000162302,0.00880739,0.0001631279,0.0005117932,0.00001457266,0.00006560794,0.008091835],"genre_scores_gemma":[0.9961839,0.000007326585,0.0002650767,0.002179934,0.00008413909,0.00001123377,0.0000145148,0.00002594733,0.00122798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1859793,"threshold_uncertainty_score":0.4832779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249292412130647,"score_gpt":0.248142139329763,"score_spread":0.2256492152084565,"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."}}