{"id":"W4399773903","doi":"10.1001/jamanetworkopen.2024.17310","title":"Enhanced Recovery After Surgery Guidelines and Hospital Length of Stay, Readmission, Complications, and Mortality","year":2024,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Data extraction; MEDLINE; Meta-analysis; Randomized controlled trial; Systematic review; Emergency medicine; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001932072,0.0006147831,0.003283254,0.0002052826,0.00006956414,0.0002244403,0.0002751261,0.0005266561,0.00008180553],"category_scores_gemma":[0.0007123328,0.0004588725,0.0004883673,0.0005425388,0.0001519429,0.0003734951,0.0009330714,0.0006091218,0.00002641787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008721784,"about_ca_system_score_gemma":0.0006593586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007420208,"about_ca_topic_score_gemma":0.00002102595,"domain_scores_codex":[0.9960136,0.0003047565,0.00192981,0.001009998,0.0003245834,0.0004172412],"domain_scores_gemma":[0.9964401,0.001099785,0.0007823092,0.001062733,0.0003031234,0.0003120076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001299257,0.00007458512,0.001602351,0.01677012,0.0009632745,0.00007113067,0.00003005776,5.651897e-7,6.016413e-7,0.00001991183,0.1006913,0.8796461],"study_design_scores_gemma":[0.0001845462,0.0001109404,0.007169789,0.09733889,0.002201273,0.00009565395,0.00001306432,0.00001045233,0.000004597648,0.0003564337,0.8919494,0.0005649469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003712787,0.9909018,0.0001066163,0.0006007716,0.001021422,0.002131308,0.0002062472,0.00006117083,0.001257901],"genre_scores_gemma":[0.0004801003,0.9935039,0.00185923,0.0004355921,0.0008717338,0.0005930478,0.0004332952,0.000123125,0.001700022],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8790812,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09279970939364234,"score_gpt":0.3917136239149484,"score_spread":0.2989139145213061,"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."}}