{"id":"W2008189250","doi":"10.1097/01.ta.0000249296.55245.97","title":"Technical Considerations in the Operative Management of Femoral Neck Fractures in Elderly Patients: A Multinational Survey","year":2007,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; McMaster University","funders":"","keywords":"Multinational corporation; Femoral neck; Medicine; General surgery; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.00132893,0.0001053706,0.0002239269,0.000167585,0.0001224621,0.00002342625,0.0000617893,0.00008664939,0.00006414053],"category_scores_gemma":[0.0006661809,0.00005829414,0.00006180917,0.0002088131,0.0002188046,0.0001148672,0.00001528981,0.0005032067,4.81187e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005996901,"about_ca_system_score_gemma":0.00004522066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002367797,"about_ca_topic_score_gemma":0.002032415,"domain_scores_codex":[0.9986166,0.0002711551,0.0005331301,0.00008309686,0.000347639,0.0001484032],"domain_scores_gemma":[0.9983101,0.0008332461,0.00008172708,0.0001003917,0.0006162765,0.00005829623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009541694,0.001043922,0.9779067,0.0001518143,0.00004635299,0.00005476572,0.007577683,0.00005509735,0.00007023107,0.003215517,0.001215085,0.007708649],"study_design_scores_gemma":[0.001309978,0.001119768,0.9926935,0.0001238384,0.00007969188,0.00009434342,0.0032807,0.000005373231,0.0002814987,0.0008339195,0.0001165659,0.00006076733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965121,0.0003278553,0.0007580644,0.001040865,0.0001069934,0.0002702068,0.00001765126,0.000003750146,0.0009625259],"genre_scores_gemma":[0.9989993,0.00005381148,0.0003234004,0.0005251213,0.00007630654,0.000003121899,0.000008926954,0.000006164566,0.000003845244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478684,"threshold_uncertainty_score":0.2377166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211034641812295,"score_gpt":0.3714392048522991,"score_spread":0.3493288584341762,"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."}}