{"id":"W3138029744","doi":"10.1186/s13019-021-01414-0","title":"Active clearance vs conventional management of chest tubes after cardiac surgery: a randomized controlled study","year":2021,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; Université de Montréal; Montreal Heart Institute","funders":"Institut de Cardiologie de Montréal","keywords":"Medicine; Cardiac surgery; Chest tube; Cardiothoracic surgery; Surgery; Randomized controlled trial; Minimally invasive cardiac surgery; Median sternotomy; Chest pain; Atrial fibrillation; Cardiac tamponade; Anesthesia; Cardiology; Pneumothorax","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005522041,0.001939259,0.006154322,0.0008488031,0.0008984412,0.001840274,0.001518333,0.003732859,0.007346564],"category_scores_gemma":[0.007782922,0.001004659,0.003647531,0.0009505516,0.002259691,0.00209092,0.0008435698,0.002792447,0.0006324961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325605,"about_ca_system_score_gemma":0.00286471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153177,"about_ca_topic_score_gemma":0.001829041,"domain_scores_codex":[0.9955453,0.002468166,0.000576344,0.000634463,0.0003827456,0.0003930069],"domain_scores_gemma":[0.9943517,0.002207399,0.001637515,0.0003741264,0.0004478845,0.0009813613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9816105,0.0108825,0.0003835663,0.001285726,0.0009763889,0.00002237282,0.00003650279,0.00007411068,0.0003216431,0.00007073221,0.0001580404,0.004177951],"study_design_scores_gemma":[0.9353691,0.06247758,0.0007519737,0.0001091166,0.0007534473,0.000009515446,0.00002321391,0.0001384189,0.00007157168,0.00008678521,0.0001987884,0.00001043305],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521485,0.01440071,0.001339122,0.001105375,0.002245654,0.02625661,0.0007344943,0.0001036907,0.001665769],"genre_scores_gemma":[0.9518605,0.005187412,0.004174506,0.001704758,0.001969629,0.03283517,0.0005270228,0.00001540337,0.001725556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007346564,"threshold_uncertainty_score":0.02920371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361612010442043,"score_gpt":0.2869150080369531,"score_spread":0.2732988879325327,"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."}}