{"id":"W2010623244","doi":"10.1155/2013/571685","title":"Open Reduction Internal Fixation Poststernotomy Mediastinitis","year":2013,"lang":"en","type":"article","venue":"Plastic Surgery International","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Reduction (mathematics); Mediastinitis; Internal fixation; Fixation (population genetics); Computer science; Medicine; Surgery; Mathematics; Environmental health","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000318826,0.0001545466,0.0002477797,0.0003391227,0.00006051358,0.0002207366,0.0001957611,0.00009283797,0.05104624],"category_scores_gemma":[0.002309985,0.0001441587,0.0001576028,0.0001929158,0.00005380754,0.0008293095,0.0001605808,0.0001942097,0.002170342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002119103,"about_ca_system_score_gemma":0.00008517653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003170366,"about_ca_topic_score_gemma":0.00000578224,"domain_scores_codex":[0.9983655,0.0000731957,0.0005261906,0.0003259035,0.0005058732,0.0002033596],"domain_scores_gemma":[0.9976444,0.001359007,0.0002316774,0.000154039,0.000435562,0.000175319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00106727,0.001152031,0.6754827,0.00006033087,0.0007481612,0.000132308,0.0002059177,0.00008049632,0.01461549,0.001268491,0.05817349,0.2470133],"study_design_scores_gemma":[0.001700027,0.0001083769,0.9476529,0.0004622484,0.00006527728,0.001871673,0.00009587412,0.004748119,0.002905575,0.000879366,0.03920482,0.0003057908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652995,0.00001125724,0.00543585,0.002724971,0.009116729,0.0004746391,0.00001364915,0.000133486,0.01678986],"genre_scores_gemma":[0.9955314,0.00001887062,0.0003291073,0.0002548528,0.0007404006,0.0002079841,0.0003553584,0.00002323087,0.002538839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2721701,"threshold_uncertainty_score":0.9986066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03192730849829691,"score_gpt":0.3001186825032179,"score_spread":0.268191374004921,"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."}}