{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001898396,0.0002212353,0.0006051823,0.0003420593,0.00009237038,0.00006212699,0.0001191901,0.0003527208,0.004789985],"category_scores_gemma":[0.002096147,0.000178025,0.0005925924,0.0002429136,0.00007433846,0.0003867292,0.00004795887,0.000924752,0.0003769256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012018,"about_ca_system_score_gemma":0.000643054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000419275,"about_ca_topic_score_gemma":0.00001140464,"domain_scores_codex":[0.9971518,0.0001372689,0.000681256,0.0003608273,0.001079026,0.000589859],"domain_scores_gemma":[0.9972262,0.001331167,0.0002203442,0.0003092864,0.0002651074,0.0006478321],"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":[0.032455,0.001154811,0.1407243,0.002216849,0.00125453,0.003640466,0.0004329114,0.00004085459,0.0435349,0.0000359167,0.11499,0.6595195],"study_design_scores_gemma":[0.0127521,0.004538756,0.7267022,0.01875757,0.0007318372,0.02000857,0.0003958328,0.00212454,0.1120302,0.001627298,0.09791188,0.002419276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556688,0.0009056041,0.03407043,0.001205382,0.006223599,0.0003821976,0.000004622429,0.00006882781,0.00147053],"genre_scores_gemma":[0.987131,0.001209525,0.001190241,0.002060843,0.002907179,0.00005398927,0.000015208,0.00006188636,0.005370128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6571002,"threshold_uncertainty_score":0.9961198,"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."}}