{"id":"W2078823512","doi":"10.1097/imi.0b013e31827e2b4d","title":"The PleuraFlow Active Chest Tube Clearance System: Initial Clinical Experience in Adult Cardiac Surgery","year":2012,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Lerner Research Institute, Cleveland Clinic","keywords":"Medicine; Chest tube; Cardiac surgery; Cardiothoracic surgery; Intubation; Usability; Catheter; Surgery; Medical emergency","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":[0.004464489,0.0005192388,0.0003541216,0.0004318321,0.0006828432,0.0009587585,0.0005710231,0.0007737546,0.001993498],"category_scores_gemma":[0.01400311,0.0003206032,0.0003091069,0.0003086634,0.0008690722,0.001308065,0.001213743,0.000672798,0.0005030689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004311712,"about_ca_system_score_gemma":0.0008915587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281412,"about_ca_topic_score_gemma":0.003459441,"domain_scores_codex":[0.9969505,0.001531121,0.0002693687,0.0002689615,0.0006383431,0.0003416778],"domain_scores_gemma":[0.9929829,0.002640741,0.0008524815,0.0002072467,0.001579911,0.001736745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001566941,0.01014642,0.537594,0.001378062,0.000139395,0.01076604,0.161723,0.0018174,0.02145652,0.0002616292,0.005674685,0.2474758],"study_design_scores_gemma":[0.0003519657,0.05671585,0.724747,0.0007597807,0.0001800584,0.04146941,0.1189186,0.00705299,0.01407428,0.0003186236,0.035061,0.0003504742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976702,0.000402178,0.0007732189,0.0001599534,0.00001259607,0.00006579572,0.00002301999,0.00001474781,0.0008782364],"genre_scores_gemma":[0.9949785,0.0007392387,0.002784551,0.0003372132,0.00002641453,0.00006389541,0.00006795576,0.00002218002,0.0009800731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004464489,"threshold_uncertainty_score":0.02361077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129125702849201,"score_gpt":0.3511603010286897,"score_spread":0.3098690440001977,"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."}}