{"id":"W4416827250","doi":"10.2106/jbjs.24.01055","title":"Infection and Nonunion Rates in Open Fractures","year":2025,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; University of California, Los Angeles; National Institutes of Health; School of Medicine, Stanford University; Canadian Institutes of Health Research; University of Washington; Greenville Health System; McMaster University; Ottawa Hospital Research Institute; Stryker; U.S. Army; U.S. Army Institute of Surgical Research; U.S. Department of Defense; University of Missouri; University of Southern California","keywords":"Nonunion; Incidence (geometry); MEDLINE; Mediastinitis; Disease","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":[0.0005213751,0.00006831862,0.0004684094,0.0003721847,0.00003413422,0.00004090787,0.000005189343,0.00005444695,0.00002233777],"category_scores_gemma":[0.000146609,0.00004598446,0.00006982296,0.0001027105,0.00001860395,0.000166164,0.00003131042,0.0001592012,4.151639e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002264178,"about_ca_system_score_gemma":0.00007754743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003167841,"about_ca_topic_score_gemma":0.00004898957,"domain_scores_codex":[0.9993648,0.00003137781,0.0003875239,0.00006998293,0.00007004133,0.00007630978],"domain_scores_gemma":[0.9995307,0.0001233723,0.0001915076,0.00005137315,0.00004832264,0.00005474018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003751818,0.0001842963,0.9545669,0.00007861371,0.00009037664,0.0002910274,0.00006053121,0.00000198626,0.0007752918,0.00003149342,0.006961637,0.03658266],"study_design_scores_gemma":[0.001002205,0.00008811408,0.9884869,0.0006948758,0.00005893867,0.0003141542,0.00002974912,0.00001003662,0.001465927,0.0007967841,0.007014757,0.00003756364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927779,0.003187849,0.00002389844,0.003132899,0.0001610057,0.00008453448,4.65868e-7,0.000002207001,0.0006292251],"genre_scores_gemma":[0.9959059,0.002996548,0.00009736436,0.0007058154,0.00005106227,0.000001225034,0.000001694876,0.000003862257,0.0002364892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03654509,"threshold_uncertainty_score":0.1875192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02358246339141223,"score_gpt":0.3234933906814636,"score_spread":0.2999109272900514,"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."}}