{"id":"W2609312741","doi":"10.1186/s13017-017-0128-3","title":"Acute care surgery: a means for providing cost-effective, quality care for gallstone pancreatitis","year":2017,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Medicine; Acute pancreatitis; Pancreatitis; Intensive care medicine; General surgery; Quality (philosophy); Medical emergency; Surgery","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":[0.002207204,0.0004083813,0.0002394125,0.0009292663,0.0005316472,0.002278451,0.0006193385,0.0007693021,0.0060047],"category_scores_gemma":[0.007564938,0.0001214191,0.0005819682,0.001037069,0.000601244,0.0009492786,0.002148441,0.001412748,0.0006256338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002048813,"about_ca_system_score_gemma":0.006018842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002388168,"about_ca_topic_score_gemma":0.004418947,"domain_scores_codex":[0.9981441,0.0007890252,0.0002008403,0.000073238,0.0005840064,0.0002086995],"domain_scores_gemma":[0.9935384,0.0008257556,0.002085859,0.0002902416,0.001413688,0.001846068],"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":[0.0005198588,0.00157493,0.2494039,0.002749718,0.0005097953,0.0007023762,0.0004524913,0.003549435,0.00591179,0.01258342,0.07709321,0.644949],"study_design_scores_gemma":[0.0007692993,0.00440426,0.7829863,0.00535284,0.0005992363,0.003294783,0.003175635,0.00619925,0.00331709,0.02025558,0.1695415,0.0001041353],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5113646,0.06306349,0.02343184,0.349408,0.004253072,0.0008638758,0.001636208,0.000448597,0.04553032],"genre_scores_gemma":[0.9280676,0.02605694,0.0275705,0.01049045,0.004515011,0.0002466178,0.0009267915,0.00003518876,0.002090981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0060047,"threshold_uncertainty_score":0.02008772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659518325690529,"score_gpt":0.3831857985919769,"score_spread":0.317233966022924,"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."}}