{"id":"W3117573997","doi":"10.1513/annalsats.202008-1011rl","title":"Association of Patient Demographics and Comorbidities with Clinical Outcomes in Adults Hospitalized for Empyema","year":2020,"lang":"en","type":"letter","venue":"Annals of the American Thoracic Society","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Western University","funders":"","keywords":"Medicine; Demographics; Empyema; Comorbidity; MEDLINE; Association (psychology); Emergency medicine; Intensive care medicine; Internal medicine; Pediatrics; Surgery; Demography","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":[0.0005721383,0.0001392576,0.0003967297,0.0004015922,0.0007726913,0.0007170556,0.0002736538,0.002443497,0.002184795],"category_scores_gemma":[0.005913838,0.0001786193,0.0002987911,0.0007530514,0.0002951068,0.0005508449,0.0002617834,0.001733296,0.0003689299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475016,"about_ca_system_score_gemma":0.0007811763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002587169,"about_ca_topic_score_gemma":0.005819174,"domain_scores_codex":[0.9994443,0.0001607685,0.00009191063,0.00006249711,0.0001053574,0.0001351968],"domain_scores_gemma":[0.997104,0.001102913,0.0005417831,0.0001136112,0.0004335993,0.000704035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001503543,0.00009464558,0.9776309,0.00002109367,0.00003158996,0.003848899,0.0001433571,0.00006137345,0.0001811068,0.0001444092,0.01317246,0.004519777],"study_design_scores_gemma":[0.00005459649,0.0001687028,0.9826621,0.00007812268,0.00005608359,0.008846159,0.0009622454,0.0009261853,0.00008952546,0.000897937,0.005234622,0.00002381666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8615098,0.002877465,0.000267513,0.1127512,0.002227107,0.00002969265,0.0009465713,0.0000341966,0.01935636],"genre_scores_gemma":[0.9735187,0.0008122222,0.0002129534,0.02003143,0.003727288,0.00002625402,0.0003037718,0.000008108589,0.001359241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002587169,"threshold_uncertainty_score":0.0073089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07070825597450629,"score_gpt":0.3843596785856458,"score_spread":0.3136514226111395,"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."}}