{"id":"W2044021247","doi":"10.1016/j.surg.2013.12.031","title":"Association between quality of care and complications after abdominal surgery","year":2014,"lang":"en","type":"article","venue":"Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Poisson regression; Incidence (geometry); Abdominal surgery; Retrospective cohort study; Quality management; Rate ratio; Cohort; Surgery; Emergency medicine; Confidence interval; Internal medicine; Population; Operations management","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":[0.001369916,0.00007336259,0.0004050529,0.0001249009,0.00003819999,0.000008041042,0.00001312845,0.00009715874,0.0003075902],"category_scores_gemma":[0.001275178,0.0000706666,0.0002088392,0.0001601429,0.00003409599,0.00006407193,0.0000162426,0.0000868367,0.00002330787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008420045,"about_ca_system_score_gemma":0.00003460978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008306211,"about_ca_topic_score_gemma":0.0000138421,"domain_scores_codex":[0.9988101,0.0002494685,0.0004367291,0.0001515255,0.0002273812,0.0001248616],"domain_scores_gemma":[0.9955974,0.00369648,0.0002473019,0.0001688142,0.0002074797,0.00008256367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000531564,0.00003083001,0.9485684,0.0001886063,0.00005144398,3.717778e-7,0.00003666551,1.365706e-7,0.0001896487,0.00003022361,0.0003925715,0.05045797],"study_design_scores_gemma":[0.0001487507,0.00001369473,0.9926124,0.00009973525,0.00007807209,0.00000222886,0.00002013453,0.000003142238,0.0005744697,0.0001552666,0.006223791,0.00006835906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996658,0.0001610567,0.0005867176,0.0004971224,0.0001328914,0.0001040277,0.00001817902,0.00004193149,0.001800086],"genre_scores_gemma":[0.9993788,0.00003136945,0.00008288703,0.0001031948,0.0001439247,0.0000220316,0.00009626726,0.000008584797,0.000132937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05038961,"threshold_uncertainty_score":0.3367897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03489186844429615,"score_gpt":0.3211546850854124,"score_spread":0.2862628166411162,"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."}}