{"id":"W4230365672","doi":"10.1007/978-3-642-55914-3_40","title":"Pleural Empyema","year":2003,"lang":"en","type":"book-chapter","venue":"","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Empyema; Bronchopleural fistula; Medicine; Pleural empyema; Surgery; Lung; Pneumonectomy; 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":[0.0001252098,0.0005873327,0.0005286154,0.000798232,0.0005693994,0.0008787069,0.0004783627,0.0008368272,0.02882444],"category_scores_gemma":[0.0004366334,0.0002015079,0.0003761718,0.0004364303,0.0004526816,0.00102056,0.0008578761,0.001832302,0.01208436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244634,"about_ca_system_score_gemma":0.0004489558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005607856,"about_ca_topic_score_gemma":0.002059249,"domain_scores_codex":[0.9999216,0.00001376743,0.000004561515,0.00001126155,0.00003490053,0.0000139015],"domain_scores_gemma":[0.9999218,0.00002982698,0.000005341856,0.00001061347,0.0000170659,0.00001535988],"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":[0.00003983895,0.0001208969,0.0006012536,0.0005653889,0.00001380092,0.005920387,0.0003835458,0.0004258557,0.002338576,0.03214788,0.4542946,0.5031478],"study_design_scores_gemma":[0.000005764971,0.00002530574,0.0006661622,0.0003192269,0.00001054841,0.01218925,0.00006081831,0.0000980572,0.0003467684,0.005977089,0.9802945,0.000006524294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003233595,0.1070641,0.005267075,0.00354039,0.00702924,0.00009036354,0.0001634968,0.0002337261,0.8733781],"genre_scores_gemma":[0.01639913,0.06120339,0.003082247,0.003826895,0.004030407,0.00007081434,0.0002398519,0.00006668976,0.9110806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02882444,"threshold_uncertainty_score":0.09642738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460559484547052,"score_gpt":0.2575121903946017,"score_spread":0.2229065955491312,"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."}}