{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004858006,0.0001771028,0.0002543258,0.001048946,0.0002356437,0.0006504708,0.0003066138,0.0002644243,0.001097531],"category_scores_gemma":[0.003459325,0.0001346603,0.0006205559,0.001733961,0.0001538458,0.0005060671,0.0005237058,0.0005310678,0.0001071332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116771,"about_ca_system_score_gemma":0.0007269197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01198387,"about_ca_topic_score_gemma":0.01522149,"domain_scores_codex":[0.9992443,0.0001710527,0.0001672672,0.0000938055,0.0001734811,0.0001500948],"domain_scores_gemma":[0.9980975,0.0002169861,0.001253763,0.00003796538,0.0001824368,0.0002115192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002387568,0.00001584911,0.9973843,0.0000311974,0.00008329419,0.00005605606,0.00002790285,0.0001331764,0.00002178636,0.00003390601,0.0004567622,0.00173181],"study_design_scores_gemma":[0.000003006026,0.00001757567,0.9990525,0.00003029185,0.00002287965,0.0001653877,0.0001139921,0.0002837793,0.00002134198,0.00003344594,0.0002529407,0.000002807913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936882,0.001595193,0.00007828863,0.0004741111,0.00001700755,0.00001201628,0.003336466,0.000006504096,0.0007921959],"genre_scores_gemma":[0.9969082,0.0005329326,0.00007494904,0.00008753043,0.00003046501,0.00001357998,0.00228915,0.000001508989,0.00006166287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01198387,"threshold_uncertainty_score":0.02382821,"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."}}