{"id":"W4391991535","doi":"10.1513/annalsats.202304-333oc","title":"Resource Use and Costs of Indwelling Pleural Catheters Versus Pleurodesis for Malignant Pleural Effusions: A Population-Based Study","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":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Pleurodesis; Malignant pleural effusion; Population; Pleural disease; Pleural effusion; Intensive care medicine; Surgery; Respiratory disease; Lung; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000358596,0.00018584,0.0004242033,0.00005657373,0.0001514444,0.00002791716,0.0001496774,0.00003148037,0.000004448014],"category_scores_gemma":[0.000330126,0.0001225258,0.0005242059,0.0004723084,0.00023798,0.0000927584,0.00007499385,0.0001413237,5.14732e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002910744,"about_ca_system_score_gemma":0.00008058362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007982915,"about_ca_topic_score_gemma":0.0000146678,"domain_scores_codex":[0.9985878,0.0001980235,0.0003477812,0.0003039137,0.0003232501,0.0002391694],"domain_scores_gemma":[0.9978052,0.001373508,0.0002418248,0.0003462174,0.0001181632,0.000115091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01130078,0.001299146,0.9009676,0.001150182,0.001503145,0.0000285161,0.004253844,0.000937793,0.01083617,0.00006710578,0.006459292,0.06119643],"study_design_scores_gemma":[0.001357008,0.002679911,0.9589006,0.00113426,0.001180073,0.00001061538,0.008276362,0.02041409,0.004808315,0.00007355942,0.0007827943,0.0003824473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958018,0.0007765366,0.00003778735,0.002242978,0.00008385409,0.0007387226,0.0002638753,0.00004856124,0.000005852453],"genre_scores_gemma":[0.9982085,0.00009009827,0.0004970885,0.000963143,0.00005575548,0.00003652916,0.00004688399,0.00003051544,0.00007153177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06081399,"threshold_uncertainty_score":0.4996455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1408652303685995,"score_gpt":0.4021237884542285,"score_spread":0.261258558085629,"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."}}