{"id":"W2930874652","doi":"10.12809/hkmj187656","title":"Enhanced recovery after surgery for liver resection","year":2019,"lang":"en","type":"article","venue":"Hong Kong Medical Journal","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"Chinese University of Hong Kong","keywords":"Medicine; Propensity score matching; Perioperative; Resection; Surgery; Hepatectomy; Retrospective cohort study; Complication; Cohort; General 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001076201,0.0002133765,0.0002346449,0.0001866789,0.0002032224,0.0002385033,0.0002287129,0.0001322175,0.002055827],"category_scores_gemma":[0.00149041,0.0000562669,0.0003605259,0.0001344639,0.0002520608,0.0001722039,0.0007964658,0.0002255167,0.0002393884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003066036,"about_ca_system_score_gemma":0.001465755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004023164,"about_ca_topic_score_gemma":0.0008979641,"domain_scores_codex":[0.9994375,0.0002446648,0.00006529639,0.00004842014,0.0000862947,0.0001178193],"domain_scores_gemma":[0.998888,0.0001095876,0.0005583278,0.00006148472,0.00008671173,0.0002959722],"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":[0.009877118,0.006198227,0.4356851,0.003538754,0.0005421538,0.001176629,0.0008127739,0.002618732,0.01727005,0.0009314261,0.004462875,0.5168862],"study_design_scores_gemma":[0.0009111229,0.02820244,0.9560055,0.000500761,0.0001461699,0.001381302,0.0005749573,0.0009584944,0.003896343,0.0004069411,0.006978986,0.00003698715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99444,0.001180232,0.001110451,0.0004586212,0.00004985995,0.0004338382,0.0001151871,0.00003319274,0.002178658],"genre_scores_gemma":[0.9956233,0.0009824274,0.001785261,0.0002070303,0.00006806591,0.0003464277,0.0002118641,0.000002603682,0.0007729541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002055827,"threshold_uncertainty_score":0.006877422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513026630728923,"score_gpt":0.2649575195929641,"score_spread":0.2498272532856749,"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."}}