{"id":"W2268407090","doi":"10.1177/000313481408000622","title":"Prospective Clinical Trial of Surgical Intervention for Painful Rib Fracture Nonunion","year":2014,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nonunion; Medicine; Intervention (counseling); Surgery; Clinical trial; Physical therapy; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001890605,0.0001094972,0.0004963271,0.00006298171,0.00004452577,0.000009833459,0.000099749,0.00004092529,0.00005755081],"category_scores_gemma":[0.00051345,0.0000686385,0.0004536448,0.0001910948,0.0002616665,0.00003860893,0.00003469448,0.0001464384,0.00001080949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000201193,"about_ca_system_score_gemma":0.00001455828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002515853,"about_ca_topic_score_gemma":0.00001776483,"domain_scores_codex":[0.9987149,0.0002673941,0.0004350539,0.0002102088,0.0001991541,0.0001733056],"domain_scores_gemma":[0.997756,0.001385138,0.0003739674,0.0003274951,0.00009396045,0.00006342175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1311593,0.002251679,0.4676111,0.0001127072,0.0003763329,0.00000655585,0.0001894497,0.000009291084,0.00002270107,0.002371923,0.02022879,0.3756601],"study_design_scores_gemma":[0.05919687,0.008960225,0.7678874,0.0001047512,0.0003775384,0.000003801322,0.0002790446,0.0003903433,0.0003195157,0.0007675324,0.1615496,0.0001633332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910517,0.00002322259,0.00258736,0.00321252,0.0002656534,0.001143843,0.000004255839,0.0000504957,0.001660971],"genre_scores_gemma":[0.9983424,0.0000762651,0.0001610199,0.0003993957,0.0005103071,0.00009370618,0.00002674006,0.00001568053,0.0003744743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3754968,"threshold_uncertainty_score":0.2798997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0334836149951952,"score_gpt":0.3708101124552188,"score_spread":0.3373264974600236,"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."}}