{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007030452,0.000389641,0.0008384236,0.0005242069,0.0003058603,0.00002769167,0.00006726551,0.000436383,0.000990161],"category_scores_gemma":[0.0005378309,0.0002980432,0.0008566835,0.001001481,0.0001932312,0.00003623048,0.00007881853,0.0005844192,0.0001018456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952121,"about_ca_system_score_gemma":0.0000686705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847155,"about_ca_topic_score_gemma":0.0001154229,"domain_scores_codex":[0.9972778,0.0003238224,0.0008751982,0.0005722531,0.0004095367,0.0005413877],"domain_scores_gemma":[0.9967806,0.001732013,0.000258267,0.0005327867,0.0003566877,0.0003396182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009137752,0.02987722,0.7764763,0.003977961,0.004226367,0.01488733,0.0006276031,0.003596012,0.04109785,0.06090054,0.01972554,0.03546952],"study_design_scores_gemma":[0.06077357,0.02162325,0.3612827,0.003061816,0.004160509,0.062971,0.0004196058,0.007454462,0.1392365,0.03967704,0.2946736,0.00466594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901607,0.0000313017,0.001939281,0.001070882,0.0009059588,0.002615508,0.0001475098,0.0006903077,0.002438537],"genre_scores_gemma":[0.9964656,0.00008107721,0.00005850015,0.00006719823,0.0002575734,0.0008941283,0.0002013843,0.00006495546,0.00190954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4151936,"threshold_uncertainty_score":0.9999472,"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."}}