{"id":"W4316190267","doi":"10.7759/cureus.33776","title":"Management of Femoral Shaft Fractures: The Significance of Traction or Operative Position","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Bone fractures and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Medicine; Perioperative; Intramedullary rod; Surgery; Traction (geology); Fluoroscopy; Supine position; Femoral fracture; Femoral shaft; Femur","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":[0.00006683495,0.00007546241,0.0001461917,0.00002587721,0.00004270588,0.000004597394,0.00004877891,0.00004065739,0.000204561],"category_scores_gemma":[0.000008937745,0.00003990598,0.00005576693,0.0001727369,0.00003811498,0.00005108241,0.00001619109,0.00006956887,0.00001921483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003580568,"about_ca_system_score_gemma":0.00002059946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063518,"about_ca_topic_score_gemma":0.0000213295,"domain_scores_codex":[0.999463,0.0000208414,0.0001467423,0.0001102606,0.0001685245,0.0000906075],"domain_scores_gemma":[0.9996145,0.00003921393,0.00008395777,0.000189287,0.00004723845,0.00002573747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02461227,0.01276354,0.08060472,0.005024878,0.01768521,0.005380981,0.0360301,0.005938055,0.1853614,0.02035629,0.1387357,0.4675069],"study_design_scores_gemma":[0.002286831,0.001040802,0.9245397,0.0003335635,0.0005822367,0.00002834304,0.002771409,0.0004776124,0.06279594,0.0005443014,0.004479348,0.0001199177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925557,0.0003157182,0.0001780858,0.002044751,0.0001914505,0.0008098799,0.00003307705,0.00003963639,0.003831744],"genre_scores_gemma":[0.9973158,0.0002100684,0.0002706715,0.0001102813,0.0000449586,0.00003514013,0.00005215926,0.000009024522,0.001951853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.843935,"threshold_uncertainty_score":0.22398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03140183090372514,"score_gpt":0.3598847493075161,"score_spread":0.328482918403791,"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."}}