{"id":"W3134921787","doi":"10.1016/j.injury.2021.03.009","title":"C3 geriatric distal femoral fracture – ORIF or replace with a distal femoral replacement (DFR)","year":2021,"lang":"en","type":"article","venue":"Injury","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary General Hospital; Foothills Medical Centre; Memorial University of Newfoundland; University of Calgary; University of Alberta; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Femoral head; Surgery; Femoral neck; Osteoporosis; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001928488,0.0003902831,0.000595309,0.0001112063,0.0001805861,0.0001007889,0.0001407931,0.0002269385,0.00265671],"category_scores_gemma":[0.0002144106,0.0002564822,0.0001702719,0.0005515562,0.0001201851,0.000162743,0.0001078392,0.0006270944,0.000123298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769318,"about_ca_system_score_gemma":0.0006343726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036926,"about_ca_topic_score_gemma":0.0001224983,"domain_scores_codex":[0.9975555,0.00008540852,0.0004287292,0.000723416,0.000646606,0.0005603305],"domain_scores_gemma":[0.9982724,0.00007878521,0.0001760296,0.0009233668,0.0001826679,0.0003667602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07525132,0.00333249,0.3086994,0.001094295,0.0013063,0.01942628,0.005315317,0.00005290433,0.01833437,0.0004862355,0.5397455,0.02695563],"study_design_scores_gemma":[0.008570597,0.005035844,0.1061025,0.0004158036,0.0008647126,0.002568314,0.00247837,0.0001194689,0.0410661,0.0001487922,0.8312929,0.00133665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830045,0.0006345994,0.001380813,0.004881148,0.0006756849,0.0006514781,0.0001660519,0.0002608357,0.008344857],"genre_scores_gemma":[0.9642562,0.00003731742,0.002383618,0.003100881,0.001006416,0.00004036064,0.0003791993,0.00007439042,0.02872159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2915474,"threshold_uncertainty_score":0.9999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097567673716801,"score_gpt":0.2857364470224903,"score_spread":0.2747607702853223,"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."}}