{"id":"W1983515116","doi":"10.1007/s11999-015-4224-y","title":"Which Surgical Treatment for Open Tibial Shaft Fractures Results in the Fewest Reoperations? A Network Meta-analysis","year":2015,"lang":"en","type":"article","venue":"Clinical Orthopaedics and Related Research","topic":"Bone fractures and treatments","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Medical Research Council; McMaster University","keywords":"Medicine; Open fracture; Surgery; Meta-analysis; Sports medicine; Orthopedic surgery; Tibia; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01203678,0.0002311154,0.001305273,0.0001939731,0.0003832023,0.0002183919,0.0002948525,0.0005040487,0.00009437684],"category_scores_gemma":[0.002603926,0.0001064308,0.0009752097,0.001653766,0.0002562917,0.00006302181,0.000195331,0.001121431,0.00002278759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006690328,"about_ca_system_score_gemma":0.0005186637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007683543,"about_ca_topic_score_gemma":0.00238038,"domain_scores_codex":[0.9954088,0.001425709,0.001141696,0.0007400331,0.0007326471,0.0005511514],"domain_scores_gemma":[0.9940503,0.003942663,0.0001782392,0.0007359877,0.0005859677,0.0005068193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03949828,0.01712772,0.3751136,0.00007091479,0.3756624,0.006247781,0.004504536,0.007775715,0.000001180269,0.009142145,0.1279776,0.03687825],"study_design_scores_gemma":[0.06188199,0.01913828,0.2642497,0.00007563931,0.1638168,0.0004627033,0.000862611,0.01372678,0.000005933496,0.007567235,0.4675078,0.0007045948],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6285074,0.02863847,0.00004732027,0.2900146,0.0008418953,0.01243965,0.0004132944,0.00008443095,0.03901285],"genre_scores_gemma":[0.9899492,0.001508731,0.000485416,0.000548517,0.0004490454,0.0002735131,0.000597762,0.00002403196,0.006163781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3614418,"threshold_uncertainty_score":0.4872124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4301804071236767,"score_gpt":0.5440103375793137,"score_spread":0.113829930455637,"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."}}