{"id":"W2011537291","doi":"10.4103/0019-5413.50843","title":"Global burden of trauma: Need for effective fracture therapies","year":2009,"lang":"en","type":"article","venue":"Indian Journal of Orthopaedics","topic":"Bone fractures and treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Modalities; Orthopedic surgery; Intensive care medicine; Orthopedic trauma; Orthopedic Procedures; Physical therapy; Surgery","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":[0.0002035075,0.0001558925,0.0004780632,0.0001111908,0.00004412281,0.00001193689,0.00008915777,0.0001465937,0.00003036789],"category_scores_gemma":[0.000112024,0.0001042325,0.0004142036,0.0001612441,0.00005003385,0.0001097266,0.000004173372,0.000206336,0.000001036208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007652165,"about_ca_system_score_gemma":0.0001322865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001264873,"about_ca_topic_score_gemma":0.000003022834,"domain_scores_codex":[0.9989806,0.00003014647,0.0003948487,0.00009629656,0.0003072093,0.0001908342],"domain_scores_gemma":[0.9988548,0.0000858124,0.0004510769,0.0001371581,0.0002843213,0.000186853],"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":[0.004341548,0.0009480316,0.2197858,0.0001368663,0.001929745,0.001817838,0.005647362,0.0002621854,0.0003038204,0.0002004309,0.003474561,0.7611519],"study_design_scores_gemma":[0.01222674,0.01010173,0.9451091,0.0005181768,0.0008086989,0.00238977,0.0007712725,0.00001711703,0.001507178,0.003457978,0.0229088,0.0001834068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915801,0.00260118,0.0008379967,0.003885716,0.0002266174,0.0004541527,0.00003905249,0.000008513656,0.000366644],"genre_scores_gemma":[0.9963303,0.00009726248,0.002184918,0.000713327,0.000618183,0.000002139999,0.000007918515,0.00001121962,0.0000347437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7609684,"threshold_uncertainty_score":0.4250477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008090255987474855,"score_gpt":0.2831475132528702,"score_spread":0.2750572572653954,"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."}}