{"id":"W4384625945","doi":"10.1089/sur.2023.143","title":"Different Surgeon, Different Closure: Lack of Consensus on Appropriate Closure Technique for Various Case Scenarios","year":2023,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Surgical site infection prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Closure (psychology); Surgical site infection; Consensus conference; General surgery; Surgery; Law; 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":[0.05486414,0.0004680663,0.000810465,0.003570714,0.00153391,0.003023487,0.002850296,0.001770606,0.002966719],"category_scores_gemma":[0.1425947,0.0003549422,0.0009616512,0.002183072,0.002210883,0.003874406,0.002685793,0.002629708,0.001006976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472854,"about_ca_system_score_gemma":0.005405287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004122098,"about_ca_topic_score_gemma":0.005839346,"domain_scores_codex":[0.9408897,0.02238789,0.01670013,0.005593811,0.0116536,0.002774953],"domain_scores_gemma":[0.8539053,0.08817223,0.01883239,0.00715128,0.02505309,0.006885777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008361144,0.0001914727,0.1589594,0.009228855,0.0004939329,0.004175012,0.01857536,0.001850674,0.003640535,0.01070537,0.0671907,0.7241526],"study_design_scores_gemma":[0.0002673071,0.0007219489,0.2534227,0.05962572,0.001190313,0.05445664,0.1483615,0.01144329,0.008304772,0.08126872,0.3798779,0.001059227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4958562,0.1617421,0.1005331,0.1725035,0.0101962,0.001174046,0.002147654,0.0007358627,0.05511142],"genre_scores_gemma":[0.9206847,0.02633863,0.03425147,0.01426483,0.00131543,0.000349369,0.0009912357,0.0003573502,0.001446987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486414,"threshold_uncertainty_score":0.2901528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05374672943200332,"score_gpt":0.3457756829739759,"score_spread":0.2920289535419726,"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."}}