{"id":"W4387996802","doi":"10.1111/codi.16794","title":"Surgeon factors but not hospital factors associated with length of stay after colorectal surgery – A population based study","year":2023,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Institute for Clinical Evaluative Sciences; Mount Sinai Hospital","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Quartile; Confounding; Colorectal surgery; Population; Retrospective cohort study; Case mix index; Emergency medicine; General surgery; Surgery; Abdominal surgery; Internal medicine; Confidence interval; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0008896836,0.000333702,0.0003772294,0.0008053412,0.0008135143,0.0009453925,0.0006375676,0.0006482688,0.001550031],"category_scores_gemma":[0.00253784,0.0004699185,0.0008348993,0.001773768,0.0005732007,0.0006500633,0.0006600108,0.0006805703,0.0002852744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583963,"about_ca_system_score_gemma":0.002238608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1517228,"about_ca_topic_score_gemma":0.2183369,"domain_scores_codex":[0.9989593,0.0001707718,0.0001055933,0.0002749186,0.0002515885,0.0002377569],"domain_scores_gemma":[0.9978651,0.0002560339,0.001136602,0.0001817097,0.0002478297,0.0003127416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003856995,0.00001541941,0.999392,0.000007065145,0.00005037335,0.00002945406,0.00006348432,0.00001073919,0.0000543222,0.000006062158,0.00004292154,0.0002894549],"study_design_scores_gemma":[0.000005175079,0.00007414686,0.9994848,0.000005774329,0.00002624597,0.00007703924,0.000122725,0.00005615215,0.000008230569,0.000006715122,0.0001303908,0.000002608822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988934,0.0002129515,0.00007021077,0.0000608034,0.000006398848,0.00001261584,0.0004274259,0.000002002799,0.0003140885],"genre_scores_gemma":[0.9992939,0.0001234,0.00006012123,0.00003999304,0.0000143518,0.000009913691,0.0003437083,0.000001613493,0.0001130262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1517228,"threshold_uncertainty_score":0.3016794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957111348951612,"score_gpt":0.2466763546683358,"score_spread":0.2271052411788197,"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."}}