{"id":"W3206730002","doi":"10.29390/cjrt-2021-032","title":"Multimodal treatment for acute empyema based on the patient’s condition, including patients who are bedridden: A single center retrospective study","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"JST-Mirai Program","keywords":"Medicine; Empyema; Surgery; Retrospective cohort study; Percutaneous; Pleural cavity; Fibrinolytic therapy; Internal medicine; Fibrinolysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001033017,0.0001901186,0.0003694504,0.0001683367,0.0003294657,0.00005018615,0.00009604114,0.00004763262,0.0002244211],"category_scores_gemma":[0.0001245461,0.000118767,0.0002542678,0.0001610869,0.00005587817,0.00009036732,0.00000474479,0.0001336747,0.000002753316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006496267,"about_ca_system_score_gemma":0.0009131347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008138837,"about_ca_topic_score_gemma":0.001514337,"domain_scores_codex":[0.9987723,0.0001756134,0.0003311271,0.0001921076,0.0002724423,0.0002564029],"domain_scores_gemma":[0.9982052,0.00008690817,0.0002782039,0.00022597,0.0007168903,0.0004868018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001251441,0.001662008,0.9823214,0.000006427706,0.0005522292,0.001130521,0.001001714,0.00001789965,0.0003502745,0.000006589624,0.006338979,0.005360522],"study_design_scores_gemma":[0.01370906,0.02108436,0.9072654,0.0003872947,0.0002361903,0.00003909014,0.001723745,0.00005712037,0.002767344,0.00006464557,0.05242218,0.0002435964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962323,0.0004765263,0.000005138735,0.001501447,0.0002701081,0.0007640042,0.0006344645,0.00000546792,0.0001105677],"genre_scores_gemma":[0.9925175,0.00001169914,0.00001836102,0.007064438,0.0002161108,0.00003710223,0.00003476391,0.0000254556,0.0000745838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07505602,"threshold_uncertainty_score":0.4843176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05249541410273984,"score_gpt":0.3027001855831162,"score_spread":0.2502047714803764,"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."}}