{"id":"W3012257306","doi":"10.1159/000506210","title":"Healthcare Costs and Utilization among Patients Hospitalized for Malignant Pleural Effusion","year":2020,"lang":"en","type":"article","venue":"Respiration","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Healthcare Cost and Utilization Project; Malignant pleural effusion; Population; Pleural effusion; Emergency medicine; Health care; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004503919,0.00008314017,0.0001294231,0.00002741303,0.0001015489,0.00001618286,0.00002021003,0.00004904563,0.00001274145],"category_scores_gemma":[0.0002376188,0.00006706933,0.0000379351,0.00008966059,0.00001952492,0.0001300183,0.0000154463,0.00003914252,0.000003795301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000300371,"about_ca_system_score_gemma":0.0000250825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004001874,"about_ca_topic_score_gemma":0.000007999241,"domain_scores_codex":[0.9993488,0.00004135972,0.0001715912,0.0001867811,0.000142973,0.0001084956],"domain_scores_gemma":[0.9995501,0.00002653647,0.00006601562,0.00006072097,0.0001229243,0.0001737141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00115604,0.00008082221,0.9509576,0.0003498622,0.000009277734,0.000004487473,0.0002299326,0.00000218882,0.002843742,0.0002197027,0.001274683,0.04287168],"study_design_scores_gemma":[0.00183273,0.001230825,0.9871002,0.00009138254,0.00003843481,7.980797e-7,0.00002333022,0.005834843,0.0009956644,0.0000629552,0.002701807,0.00008701922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951406,0.0002306871,0.0002131609,0.003240815,0.00005238001,0.0009592202,0.00005907268,0.00005146393,0.00005264905],"genre_scores_gemma":[0.9967731,0.00005334067,0.00008182494,0.002059471,0.000118557,0.00003841878,0.000820565,0.0000112774,0.00004341879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04278466,"threshold_uncertainty_score":0.2735008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106888670545436,"score_gpt":0.3018839090494863,"score_spread":0.2508150223440319,"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."}}