{"id":"W4379528659","doi":"10.1007/978-3-031-22599-4_46","title":"Empyema","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria Hospital; London Health Sciences Centre; Western University","funders":"","keywords":"Decortication; Medicine; Thoracostomy; Empyema; Thoracotomy; Hemothorax; Surgery; Parapneumonic effusion; Thoracoscopy; Pneumonia; Pleural effusion; Chest tube; Complication; Pleural fluid; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001447816,0.0006769681,0.0005385756,0.0008738272,0.0008055638,0.001178939,0.0005349034,0.001011722,0.0583456],"category_scores_gemma":[0.0005177016,0.0002179426,0.0004251184,0.0004493459,0.0005374633,0.001177386,0.001160453,0.001936405,0.02503069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581897,"about_ca_system_score_gemma":0.0004563433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006632354,"about_ca_topic_score_gemma":0.002122943,"domain_scores_codex":[0.9998863,0.00002064822,0.000005494614,0.00001572081,0.00004794807,0.00002393697],"domain_scores_gemma":[0.9999073,0.00003450255,0.00000587618,0.00001297034,0.00001878207,0.00002055533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006116004,0.0001296913,0.0005322595,0.000567676,0.00001245466,0.005234107,0.0003954002,0.000437159,0.002016383,0.04029137,0.56481,0.3855123],"study_design_scores_gemma":[0.000004223531,0.00002418748,0.0005600771,0.0002719206,0.000006084175,0.006689333,0.00006290291,0.00007424367,0.0002157166,0.005570979,0.986515,0.000005422474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002119907,0.05351778,0.002586645,0.002528163,0.005583244,0.00006792005,0.0002103374,0.0001750328,0.933211],"genre_scores_gemma":[0.009088266,0.02876568,0.001283482,0.002561322,0.00336653,0.00004346935,0.0002144862,0.00005261788,0.9546242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0583456,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05425664527948316,"score_gpt":0.2736845319069023,"score_spread":0.2194278866274192,"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."}}