{"id":"W2075887786","doi":"10.1381/096089204772787239","title":"Analysis of the Incidence and Risk Factors for Wound Infections in Open Bariatric Surgery","year":2004,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Incidence (geometry); Surgery; Antibiotic prophylaxis; Odds ratio; Antibiotics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001878698,0.0001570511,0.0009628659,0.000911188,0.0001891252,0.00003707103,0.0001162069,0.0001346099,0.00004865161],"category_scores_gemma":[0.003909851,0.0001120998,0.0006119329,0.003106573,0.00008206109,0.0002284205,0.0001401073,0.0001927985,0.000001292845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049632,"about_ca_system_score_gemma":0.0004562558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008949418,"about_ca_topic_score_gemma":0.002468359,"domain_scores_codex":[0.9985555,0.0001509182,0.0005439019,0.0002945576,0.0001988727,0.0002562613],"domain_scores_gemma":[0.9918668,0.007234904,0.0002997658,0.0004084753,0.00009026428,0.00009976383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004971245,0.0002451857,0.9980641,0.00004662243,0.000444561,0.000004570101,0.0001779772,0.0001813086,0.000009802379,0.00007591327,0.0002028027,0.0004974289],"study_design_scores_gemma":[0.0002600227,0.000010767,0.9972532,0.00004419106,0.001459414,0.000006415245,0.00009845692,0.00003809316,0.0002196465,0.00030522,0.0001839909,0.0001206313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983137,0.0002019489,0.0001940105,0.0002899592,0.000421405,0.0004515836,0.00003884067,0.00001917753,0.00006940911],"genre_scores_gemma":[0.999241,0.0004151675,0.00005838191,0.00009892705,0.00004212213,0.00002365942,0.00002241966,0.00001152517,0.00008681839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007083986,"threshold_uncertainty_score":0.9976501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937354074180747,"score_gpt":0.2789466303694201,"score_spread":0.2495730896276127,"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."}}