{"id":"W2283143616","doi":"10.1016/j.athoracsur.2015.10.098","title":"Tamponade Relief by Active Clearance of Chest Tubes","year":2016,"lang":"en","type":"review","venue":"The Annals of Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Chest tube; Cardiac tamponade; Tamponade; Intensive care unit; Pericardial effusion; Surgery; Cardiothoracic surgery; Cardiac surgery; Radiology; Pneumothorax; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007387188,0.0003584741,0.002409281,0.0001610473,0.00004553452,0.000004839504,0.0002948263,0.0001985613,0.0002505873],"category_scores_gemma":[0.0006299037,0.0001789078,0.001331689,0.0003378858,0.0003054839,0.00009202807,0.00008346095,0.0002522935,0.00007632773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001364001,"about_ca_system_score_gemma":0.0003576471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003057093,"about_ca_topic_score_gemma":3.426897e-7,"domain_scores_codex":[0.9977704,0.0004034318,0.0008047186,0.0002925134,0.0004072203,0.0003217008],"domain_scores_gemma":[0.9960464,0.002348619,0.0005830603,0.0006876651,0.0001795308,0.0001546914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005569248,0.0001751989,0.00002763159,0.01656065,0.0003237793,0.00002258966,0.00001250154,1.604043e-8,0.00002992429,0.00000680068,0.05545211,0.9268319],"study_design_scores_gemma":[0.0000204657,0.00005161833,0.0002413988,0.0416402,0.0005097085,0.00005306656,0.0000115398,1.909024e-7,0.001372949,0.00009267351,0.9558116,0.000194566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002386551,0.9934933,7.276949e-7,0.001527509,0.0001522757,0.000387892,0.0009854857,0.00002872338,0.001037512],"genre_scores_gemma":[0.001615034,0.9956341,0.000003813177,0.0002355902,0.0002621753,0.00003748851,0.0001871131,0.00004987737,0.001974788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9266373,"threshold_uncertainty_score":0.7295647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1689187154995432,"score_gpt":0.4231418314996494,"score_spread":0.2542231160001063,"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."}}