{"id":"W4410134431","doi":"10.1177/15569845251326084","title":"Active Chest Tube Clearance Added to an Enhanced Recovery After Cardiac Surgery (ERAS) Program Improves Outcomes and Reduces Resource Utilization","year":2025,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Intensive care unit; Cardiac surgery; Chest tube; Atrial fibrillation; Prospective cohort study; Surgery; Group B; Anesthesia; 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":[0.0008168404,0.0002902505,0.0003402242,0.0003691599,0.0002411272,0.0003819597,0.0003370248,0.000284262,0.001543917],"category_scores_gemma":[0.002656127,0.0000900012,0.0003168964,0.0001833092,0.0002486264,0.0002815389,0.0006267011,0.0003699383,0.000122085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003189909,"about_ca_system_score_gemma":0.001061082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005789602,"about_ca_topic_score_gemma":0.001220937,"domain_scores_codex":[0.9990606,0.0003904711,0.00007952725,0.0001089163,0.0001874166,0.000173093],"domain_scores_gemma":[0.9986731,0.0002181464,0.0005079114,0.00009317074,0.0001016335,0.0004060324],"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":[0.03319266,0.05982657,0.437054,0.0008136952,0.0005088828,0.0006266516,0.0004994606,0.001599181,0.01951615,0.0003114612,0.003186068,0.4428651],"study_design_scores_gemma":[0.00539998,0.09921183,0.8852276,0.0001816502,0.0002024102,0.0006637091,0.0002695059,0.001949813,0.00444351,0.0001071499,0.002311867,0.00003099092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987221,0.0001727107,0.0002944576,0.00009987676,0.00002968076,0.0001744924,0.00002933047,0.00001783158,0.0004594581],"genre_scores_gemma":[0.9982912,0.0001275062,0.0008793364,0.00008184572,0.00008250408,0.0001563493,0.0001230583,0.000002052022,0.000256218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001543917,"threshold_uncertainty_score":0.005164862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586134496918627,"score_gpt":0.3168629824629222,"score_spread":0.3010016374937359,"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."}}