{"id":"W2512658295","doi":"10.1017/ice.2016.167","title":"Standardized Infection Ratio for Surgical Site Infection after Colon Surgery: Discord in Models Measuring Healthcare Quality","year":2016,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Surgical site infection prevention","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"California Department of Public Health","keywords":"Surgical site infection; Medicine; Observational study; Infection control; Health care; Public health; Quality (philosophy); Internal medicine; Surgery; Emergency medicine; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1671863,0.002209006,0.002364232,0.0061671,0.0009172449,0.004984461,0.005971974,0.00228383,0.001784571],"category_scores_gemma":[0.3612593,0.00101838,0.004803097,0.006175778,0.004792289,0.004503217,0.003709178,0.00440505,0.0006683819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003284076,"about_ca_system_score_gemma":0.002573818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01288356,"about_ca_topic_score_gemma":0.008907351,"domain_scores_codex":[0.8346738,0.1452218,0.003389713,0.007527277,0.008098039,0.001089485],"domain_scores_gemma":[0.4779421,0.4709559,0.02177542,0.01972918,0.007682608,0.001914858],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001293266,0.0003901946,0.8076456,0.0009062041,0.009455164,0.0001939839,0.002314473,0.06346187,0.0001913022,0.02719132,0.009201965,0.07775479],"study_design_scores_gemma":[0.0005521846,0.002610588,0.3013234,0.001167234,0.002794293,0.0009546867,0.002310487,0.5786598,0.0007042242,0.1006762,0.007817612,0.0004292715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6169752,0.0292811,0.3079728,0.02368221,0.001981206,0.001033803,0.003414485,0.001207695,0.01445137],"genre_scores_gemma":[0.9606593,0.001760784,0.03345346,0.001346778,0.0005835665,0.0003816028,0.0008414155,0.0002089275,0.0007640811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8328137,"threshold_uncertainty_score":0.884176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06398929630561152,"score_gpt":0.3614760247514874,"score_spread":0.2974867284458759,"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."}}