{"id":"W2946435201","doi":"10.1097/dcr.0000000000001309","title":"Drivers of Inpatient Costs After Colorectal Surgery Within a Publicly Funded Healthcare System","year":2019,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; McMaster University","funders":"","keywords":"Medicine; Colorectal surgery; Comorbidity; Anastomosis; Surgery; Complication; Logistic regression; Healthcare Cost and Utilization Project; Population; Retrospective cohort study; Dialysis; Health care; General surgery; Emergency medicine; Abdominal surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008822709,0.0002197406,0.0002957614,0.001036017,0.0007043791,0.001383409,0.000773981,0.0004116428,0.001684607],"category_scores_gemma":[0.008745305,0.0002198037,0.0006379146,0.002284558,0.0004495673,0.0007352316,0.001081129,0.0009363087,0.00009220793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007214646,"about_ca_system_score_gemma":0.006620158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2831105,"about_ca_topic_score_gemma":0.4059379,"domain_scores_codex":[0.9981178,0.0003709456,0.0002145799,0.0001550832,0.0005410293,0.0006006941],"domain_scores_gemma":[0.9882344,0.00150889,0.007131751,0.000212185,0.001280577,0.001632162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002190234,0.0000242376,0.9978568,0.00001655255,0.00005109035,0.00005974406,0.00003970695,0.000349051,0.00001835422,0.0000990502,0.0003799645,0.001083534],"study_design_scores_gemma":[0.000002036738,0.00001688033,0.997995,0.00002550948,0.00001768821,0.0000904167,0.0003217612,0.00120602,0.00001636778,0.00008578854,0.0002163266,0.000006197243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964269,0.0003454149,0.0001339522,0.0009380396,0.00001091369,0.00001778334,0.001555984,0.000006020952,0.0005650786],"genre_scores_gemma":[0.9989424,0.0001573973,0.00007161799,0.00004684627,0.00001436031,0.000006215171,0.0006917749,0.00000179907,0.0000675098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831105,"threshold_uncertainty_score":0.5629253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008481246240584122,"score_gpt":0.2330056684200392,"score_spread":0.2245244221794551,"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."}}