{"id":"W3046500629","doi":"10.3390/healthcare8030252","title":"Expanding Pharmacotherapy Data Collection, Analysis, and Implementation in ERAS® Programs—The Methodology of an Exploratory Feasibility Study","year":2020,"lang":"en","type":"article","venue":"Healthcare","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pharmacotherapy; Medicine; Perioperative; Audit; Psychological intervention; MEDLINE; Colorectal surgery; Intensive care medicine; General surgery; Emergency medicine; Abdominal surgery; Surgery; Internal medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.00176135,0.00009430925,0.000400017,0.0001543917,0.00006691655,0.000009338361,0.00009692204,0.00003831565,0.00003286383],"category_scores_gemma":[0.00007954428,0.00007499256,0.00003163307,0.001238445,0.00003699774,0.0001827709,0.00005722554,0.0001780439,2.50225e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006919859,"about_ca_system_score_gemma":0.0001706024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009157272,"about_ca_topic_score_gemma":0.009721632,"domain_scores_codex":[0.9974562,0.001354246,0.0004383137,0.0004194803,0.0001721989,0.0001595534],"domain_scores_gemma":[0.9990733,0.000145745,0.0001420177,0.000419818,0.00009221846,0.000126887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005402839,0.0002520843,0.9587942,0.0001530079,0.0001674338,0.00000945422,0.01325523,0.000001684922,0.002645222,0.000001111108,0.00005159505,0.0241287],"study_design_scores_gemma":[0.002315419,0.001696072,0.9473229,0.00002296402,0.0002817938,0.000006873613,0.04132216,0.0006149783,0.006154937,0.00003622653,0.000119353,0.0001062976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929385,0.0006126743,0.001223853,0.003626269,0.00007395309,0.00147299,0.00002065359,0.00002951615,0.000001554636],"genre_scores_gemma":[0.9961191,0.0001587459,0.002249478,0.001143515,0.00006200856,0.00009582833,0.0001576433,0.00001115256,0.000002561372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02806693,"threshold_uncertainty_score":0.5424899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3409242886071995,"score_gpt":0.5200524485300769,"score_spread":0.1791281599228775,"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."}}