{"id":"W2163632777","doi":"10.1186/1749-8090-8-45","title":"Preoperative hospital length of stay as a modifiable risk factor for mediastinitis after cardiac surgery","year":2013,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; Royal Victoria Regional Health Centre","funders":"","keywords":"Mediastinitis; Medicine; Cardiac surgery; Risk factor; Surgery; Cardiothoracic surgery; Retrospective cohort study; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006765933,0.0002863207,0.0002855288,0.0005643888,0.0003283212,0.0005785332,0.000304629,0.0005194685,0.002027143],"category_scores_gemma":[0.004436974,0.0001766237,0.0005419122,0.0005994798,0.0003648152,0.0004075976,0.0004643982,0.0008523412,0.0001380699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857462,"about_ca_system_score_gemma":0.0006236397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283633,"about_ca_topic_score_gemma":0.001530986,"domain_scores_codex":[0.999563,0.0001151405,0.00006999641,0.00006079214,0.00009328926,0.00009771373],"domain_scores_gemma":[0.9939955,0.001705564,0.002866859,0.0002462598,0.0002612229,0.0009245808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007862121,0.0000149814,0.9991969,0.000005600975,0.00002070564,0.00006755425,0.000009915206,0.00002577756,0.0001045316,0.000004141456,0.00002093951,0.0004503127],"study_design_scores_gemma":[0.000003007091,0.0001113888,0.9992406,0.0000070897,0.00002149027,0.0003191318,0.00004955334,0.0001581861,0.00004212389,0.0000101403,0.00003458391,0.000002739952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990127,0.0005289302,0.00009811924,0.00007663027,0.00001548065,0.000005200769,0.00008145176,0.000004050182,0.0001772956],"genre_scores_gemma":[0.9996216,0.0001209907,0.00008762573,0.00001521483,0.00002778926,0.000003064517,0.00008881648,0.000001471713,0.00003339364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002027143,"threshold_uncertainty_score":0.006781518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174153013309504,"score_gpt":0.2833908393278886,"score_spread":0.2659755379969382,"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."}}