{"id":"W2562316232","doi":"10.1016/j.arth.2016.12.013","title":"Predictors of Functional Recovery Following Periprosthetic Distal Femur Fractures","year":2016,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Bone fractures and treatments","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Periprosthetic; Femur; Medicine; Orthodontics; Surgery; Arthroplasty","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":[0.0002393559,0.0001153621,0.0002669958,0.00005889468,0.00007469238,0.000005980635,0.00005122743,0.00005130496,0.0003748806],"category_scores_gemma":[0.0001114198,0.0000459134,0.0002810576,0.00005621274,0.0001027113,0.0001303672,0.00002214828,0.000143409,0.0000114517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004898274,"about_ca_system_score_gemma":0.0001097904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006046009,"about_ca_topic_score_gemma":0.000005940036,"domain_scores_codex":[0.9989997,0.00005106025,0.0003418236,0.00006742635,0.000400749,0.000139311],"domain_scores_gemma":[0.9991527,0.0001844139,0.0003178442,0.0001603997,0.00009211481,0.00009253832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01537533,0.001834445,0.7627575,0.00008447426,0.005461838,0.000668106,0.002022631,0.0003516976,0.0978029,0.0001124111,0.02598052,0.08754814],"study_design_scores_gemma":[0.005400633,0.002779693,0.9660944,0.0005607756,0.0007913545,0.001899806,0.0002521228,0.000004879655,0.007722131,0.000392253,0.01398475,0.0001172336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959303,0.0007104112,0.0007900224,0.001235597,0.0008957357,0.00009299893,0.00001265889,0.00000656076,0.0003257309],"genre_scores_gemma":[0.9985182,0.0001832609,0.00008208081,0.00009860423,0.000289378,7.202062e-7,0.000001487311,0.00001428267,0.0008120094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2033369,"threshold_uncertainty_score":0.410468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008753339394781214,"score_gpt":0.2382244377860599,"score_spread":0.2294710983912787,"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."}}