{"id":"W4387249810","doi":"10.1016/j.chest.2023.07.2319","title":"MALIGNANT PLEURAL EFFUSION -- EPIDEMIOLOGY, HEALTH CARE UTILIZATION, AND COSTS: A CANADIAN PERSPECTIVE","year":2023,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Olympus","keywords":"Medicine; Epidemiology; Incidence (geometry); Health care; Malignant pleural effusion; Cohort; Emergency department; Public health; Population; Malignancy; Emergency medicine; Cancer registry; Medical record; Retrospective cohort study; Pleural effusion; Family medicine; Environmental health; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002787116,0.001059175,0.001492149,0.006409221,0.002428077,0.005801187,0.001670662,0.003086292,0.006258774],"category_scores_gemma":[0.008199387,0.0005319937,0.001929143,0.01117316,0.002409559,0.002034064,0.001348047,0.004536437,0.000352784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09458809,"about_ca_system_score_gemma":0.1392833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928315,"about_ca_topic_score_gemma":0.9942335,"domain_scores_codex":[0.997618,0.0003266736,0.0002031688,0.0001507328,0.0009670217,0.0007344266],"domain_scores_gemma":[0.9916209,0.001109096,0.0008132331,0.00008633362,0.004625568,0.001744788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009722178,0.0007033104,0.2436515,0.007831515,0.002827264,0.002625489,0.001803035,0.022763,0.001368004,0.2463054,0.2427441,0.2264051],"study_design_scores_gemma":[0.0003224622,0.0003639598,0.6517481,0.01463682,0.002817788,0.002167685,0.007158683,0.01087676,0.0004088455,0.03689428,0.2719803,0.0006243959],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04085764,0.437881,0.001111281,0.4630561,0.002007592,0.00007138986,0.01459696,0.00005578867,0.04036222],"genre_scores_gemma":[0.4449441,0.5178072,0.001979042,0.02306403,0.003593625,0.0000442917,0.003333326,0.00002940283,0.005205017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09458809,"threshold_uncertainty_score":0.6862878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610188694207215,"score_gpt":0.356322769075758,"score_spread":0.1953038996550365,"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."}}