{"id":"W4393150465","doi":"10.1097/js9.0000000000001392","title":"Outpatient surgery benchmarks and practice variation patterns: case controlled study","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Outpatient surgery; Odds ratio; Surgery; Emergency medicine; General surgery; Ambulatory; 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":[0.01146381,0.0006634624,0.001319488,0.002060006,0.001493183,0.001591912,0.001762646,0.001276103,0.003147465],"category_scores_gemma":[0.02374511,0.0008739383,0.001458446,0.003106479,0.001969551,0.001297153,0.001363651,0.001094725,0.0003991562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002816415,"about_ca_system_score_gemma":0.002954348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009009749,"about_ca_topic_score_gemma":0.009505163,"domain_scores_codex":[0.9808931,0.01057425,0.001981905,0.003150899,0.002443152,0.0009566198],"domain_scores_gemma":[0.963387,0.01521181,0.01392744,0.0034988,0.002671117,0.001303864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004385772,0.005046411,0.9777502,0.0007018493,0.00109896,0.0006986135,0.001696874,0.0001761226,0.0002853503,0.0002171752,0.0008231008,0.007119609],"study_design_scores_gemma":[0.002196329,0.01534763,0.9711792,0.0003432879,0.001141434,0.001545246,0.003684463,0.001820278,0.0003183041,0.0003519047,0.001971503,0.0001004429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949253,0.001359952,0.0008791834,0.00006321704,0.00002491999,0.001731156,0.0004802931,0.00001232854,0.0005237896],"genre_scores_gemma":[0.9961015,0.0003166763,0.0009908656,0.0001459124,0.00006288927,0.001678336,0.0005529551,0.000007420501,0.0001434348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146381,"threshold_uncertainty_score":0.06062722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692469039446961,"score_gpt":0.33626830549618,"score_spread":0.2993436151017104,"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."}}