{"id":"W4319456174","doi":"10.1016/j.injury.2023.02.016","title":"The direct anterior approach is safe and shortens hospital length of stay following hemiarthroplasty for neck of femur fracture","year":2023,"lang":"en","type":"article","venue":"Injury","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Retrospective cohort study; Surgery; Trauma center; Femur; Hip fracture; Mortality rate; Internal medicine; Osteoporosis","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":[0.0002357436,0.0001384565,0.0003871099,0.00006415389,0.000101457,0.00001152936,0.00007686515,0.0001158,0.00001268361],"category_scores_gemma":[0.0001725328,0.00008562533,0.0001915547,0.0001579673,0.0001048985,0.00005044723,0.00004303902,0.0001461048,0.00000196342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001075048,"about_ca_system_score_gemma":0.00004670292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001934995,"about_ca_topic_score_gemma":0.000002759218,"domain_scores_codex":[0.9990588,0.00001685744,0.0002785935,0.0002072467,0.0002114486,0.0002270059],"domain_scores_gemma":[0.9993137,0.0001855723,0.0001037778,0.0002657147,0.00006231675,0.00006893496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004015162,0.0009798476,0.4354326,0.001825371,0.003032167,0.0000854523,0.02818249,0.00001701487,0.05563704,0.0001365958,0.2172297,0.2534266],"study_design_scores_gemma":[0.005080556,0.00412745,0.6089503,0.0007796648,0.0009225431,0.00002452727,0.007791418,0.001633721,0.1256266,0.0003750811,0.2439317,0.00075648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959443,0.0009138093,0.0001160603,0.0007843647,0.0002291275,0.0004879149,0.0001277161,0.00004040813,0.00135626],"genre_scores_gemma":[0.998276,0.0002388141,0.0004850682,0.0002329775,0.0001319711,0.00002495905,0.00002302174,0.00002591837,0.0005613005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2526701,"threshold_uncertainty_score":0.34917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009019953439951746,"score_gpt":0.2786726142981556,"score_spread":0.2696526608582038,"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."}}