{"id":"W2554915312","doi":"10.1016/j.chest.2016.11.010","title":"US Hospitalizations for Malignant Pleural Effusions","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Interquartile range; Healthcare Cost and Utilization Project; Malignancy; Pleural effusion; Lung cancer; Retrospective cohort study; Population; Emergency medicine; Malignant pleural effusion; Internal medicine; Health care; 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":[0.0002260737,0.0002381125,0.0002323124,0.001657296,0.0003896893,0.0005923926,0.0001981436,0.0003964229,0.005205134],"category_scores_gemma":[0.003590828,0.0001560856,0.0005238137,0.001677583,0.0001867632,0.0004471641,0.0004182421,0.0005259743,0.000359971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006737611,"about_ca_system_score_gemma":0.000582932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01393782,"about_ca_topic_score_gemma":0.020128,"domain_scores_codex":[0.9994749,0.000102411,0.0001219045,0.00004856662,0.0001251418,0.0001270993],"domain_scores_gemma":[0.9982187,0.0003188845,0.0008445034,0.00007562737,0.0002305362,0.0003117329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001221515,0.00002845162,0.9899021,0.00005657762,0.0001284545,0.0005133959,0.00006918728,0.00007875999,0.000219009,0.0001375276,0.002772084,0.005972259],"study_design_scores_gemma":[0.00001178227,0.00004312438,0.9936878,0.00008913357,0.00007092692,0.002488731,0.0004257227,0.0002859841,0.0001630191,0.0001071157,0.002618748,0.00000794357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647762,0.006580421,0.0002391959,0.001577231,0.0002217926,0.00002778769,0.007708244,0.00008704677,0.01878221],"genre_scores_gemma":[0.995068,0.001220896,0.00008371347,0.0003307571,0.0001331458,0.00001044587,0.002465009,0.000006758154,0.0006813579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01393782,"threshold_uncertainty_score":0.02771342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523227757371937,"score_gpt":0.2783367260992927,"score_spread":0.2531044485255733,"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."}}