{"id":"W4408000269","doi":"10.21037/ccts-24-9","title":"Implementation of enhanced recovery after surgery program for lung resection","year":2025,"lang":"en","type":"article","venue":"Current Challenges in Thoracic Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; McGill University Health Centre","funders":"","keywords":"Resection; Medicine; Lung; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002246932,0.0003321454,0.001049119,0.001534677,0.00004699134,0.00002045196,0.00008439844,0.0002164146,0.00007885476],"category_scores_gemma":[0.0007192425,0.0003396294,0.000643402,0.0008281912,0.00008446277,0.000342058,0.00006854818,0.0003454057,0.000003149262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003053685,"about_ca_system_score_gemma":0.0005703634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009803785,"about_ca_topic_score_gemma":0.0001207516,"domain_scores_codex":[0.9968172,0.0002616849,0.001274773,0.0006990904,0.0003501155,0.0005971026],"domain_scores_gemma":[0.9954705,0.003171248,0.0003850494,0.0005622899,0.0003149152,0.00009597252],"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":[0.003302212,0.000596699,0.05865661,0.006496292,0.000137654,0.000009844409,0.0001751785,0.00000534534,0.0005006235,0.00002130469,0.001994932,0.9281033],"study_design_scores_gemma":[0.002039404,0.0006943682,0.4841703,0.02771369,0.0007349402,0.00003660011,0.003185387,0.0004039621,0.4527474,0.002199103,0.02424215,0.00183269],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354969,0.05237113,0.002759174,0.0006879265,0.006156935,0.00192943,0.00003093369,0.0001617782,0.0004058087],"genre_scores_gemma":[0.9610489,0.03485021,0.0004318263,0.00004026618,0.0002916791,0.003060132,0.0001509694,0.00004767783,0.00007834758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9262706,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07615342139246281,"score_gpt":0.423921091600079,"score_spread":0.3477676702076161,"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."}}