{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007990963,0.00008589363,0.000130149,0.000053506,0.0002322033,0.00001922846,0.00006783821,0.00003493596,0.000437793],"category_scores_gemma":[0.0002317394,0.00004424779,0.0001509883,0.00006552433,0.0000489729,0.000104512,0.00001649572,0.0000664683,0.00004691334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997663,"about_ca_system_score_gemma":0.0001061721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001708101,"about_ca_topic_score_gemma":0.000001296303,"domain_scores_codex":[0.9993781,0.00001632156,0.0001752886,0.00009688604,0.0001254566,0.0002078953],"domain_scores_gemma":[0.9993325,0.00008317183,0.00006136455,0.00009999375,0.0001224102,0.0003005304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000725327,0.0009169433,0.6908392,0.0002508902,0.0002304488,0.0006754645,0.0002518192,0.000005835403,0.1382439,0.002907237,0.1227149,0.04223798],"study_design_scores_gemma":[0.002512235,0.0004984783,0.8066763,0.0004036179,0.0002041998,0.001872977,0.00006948077,0.00006735558,0.002825234,0.003060209,0.1816227,0.0001872616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834508,0.0004973955,0.003034127,0.01122459,0.0003618165,0.0002013749,0.00008601088,0.0000378923,0.001105995],"genre_scores_gemma":[0.9921482,0.0002479501,0.0008183777,0.0004997913,0.0007404321,0.00001449576,0.00001701306,0.00001536652,0.005498371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1354187,"threshold_uncertainty_score":0.4793527,"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."}}