{"id":"W1939468085","doi":"10.1016/j.surg.2015.04.046","title":"An enhanced recovery pathway reduces duration of stay and complications after open pulmonary lobectomy","year":2015,"lang":"en","type":"article","venue":"Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Interquartile range; Chest tube; Multimodal therapy; Surgery; American society of anesthesiologists; Anesthesia","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":[0.0007878268,0.0001732101,0.0005049901,0.0002221063,0.00004388072,0.00005177706,0.0001098526,0.0001069995,0.00007517936],"category_scores_gemma":[0.0002797482,0.0001595931,0.00009164734,0.000299147,0.0001071906,0.0008614741,0.0000902717,0.0001245979,0.00002198596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006660581,"about_ca_system_score_gemma":0.0004231301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006184231,"about_ca_topic_score_gemma":0.0000202291,"domain_scores_codex":[0.9984125,0.0001495309,0.0005591832,0.0003983504,0.0002489902,0.0002314561],"domain_scores_gemma":[0.998319,0.0003562713,0.0002378838,0.0005424063,0.0002746388,0.0002698586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005182858,0.001720207,0.1878069,0.000448384,0.0002688252,0.0002116347,0.001354988,0.00002547838,0.6147952,0.00007535148,0.006809421,0.1813007],"study_design_scores_gemma":[0.000697625,0.0003218413,0.4544679,0.0008168965,0.00008326758,0.0001814764,0.0006137024,0.0001309458,0.5365112,0.001222241,0.004383984,0.0005689514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927118,0.0006577719,0.0006539716,0.0003055144,0.000413301,0.0004600061,0.00004613373,0.00005864802,0.004692796],"genre_scores_gemma":[0.9971957,0.0001592162,0.001320667,0.0002963351,0.0001269861,0.0001761099,0.0001710079,0.00003218702,0.0005218218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.266661,"threshold_uncertainty_score":0.6508017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0406897996571649,"score_gpt":0.2996855118883417,"score_spread":0.2589957122311768,"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."}}