{"id":"W4404076730","doi":"10.1513/annalsats.202402-223qi","title":"Quality Improvement Initiatives for Pleural Infection Managed with Intrapleural Therapy","year":2024,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Santé Montérégie; Centre intégré de santé et de services sociaux de la Montérégie-Centre; McGill University Health Centre; Cégep de Lévis; Cegep de Saint Jerome","funders":"","keywords":"Medicine; Quality management; Intensive care medicine; MEDLINE; Operations management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01017253,0.0003194593,0.0002871332,0.001680559,0.0008316978,0.001580873,0.0009087217,0.0004349656,0.001800406],"category_scores_gemma":[0.04267449,0.000144586,0.0005470859,0.002568897,0.0007680836,0.0009847296,0.002020963,0.0009192572,0.0001074793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004594597,"about_ca_system_score_gemma":0.01215879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01720157,"about_ca_topic_score_gemma":0.01433532,"domain_scores_codex":[0.9863902,0.008175052,0.001182368,0.0006751525,0.002224795,0.001352493],"domain_scores_gemma":[0.9302371,0.01246617,0.03782108,0.001836843,0.007573675,0.01006523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002906727,0.000804954,0.9118581,0.0007823168,0.0001877571,0.00009381594,0.0007896611,0.0009999493,0.0006551536,0.0007224537,0.003339015,0.07947616],"study_design_scores_gemma":[0.0001063425,0.0008576726,0.9919363,0.000528057,0.00007269226,0.0001011232,0.0007863712,0.001158937,0.0005724316,0.0002061647,0.003656258,0.00001763284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667858,0.008353431,0.002975608,0.01424559,0.0002169225,0.0005201025,0.0008622707,0.0001382637,0.00590199],"genre_scores_gemma":[0.9948534,0.000989116,0.002681851,0.0006099576,0.0001230285,0.000188498,0.0003734491,0.000005799185,0.0001749575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720157,"threshold_uncertainty_score":0.05379814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179876050389964,"score_gpt":0.4356425743621953,"score_spread":0.3176549693231989,"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."}}