{"id":"W2986806495","doi":"10.1136/thorax-2019-btsabstracts2019.18","title":"S12 The changes in incidence and management of pleural empyema in England over the last decade","year":2019,"lang":"en","type":"article","venue":"","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Empyema; Incidence (geometry); Epidemiology; Pneumonia; Pediatrics; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001262309,0.00006040452,0.0001053316,0.00003631991,0.00001205281,0.000004895715,0.00007378346,0.0000175023,0.0001508832],"category_scores_gemma":[0.000007388725,0.00002634966,0.00001489345,0.0001252809,0.0000408245,0.00003725724,0.00007922466,0.00006487777,0.000007819283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008767952,"about_ca_system_score_gemma":0.000006744629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002473785,"about_ca_topic_score_gemma":0.002904512,"domain_scores_codex":[0.9995524,0.00002504187,0.00009437312,0.00009769327,0.0001235613,0.0001068864],"domain_scores_gemma":[0.9997296,0.0000800694,0.00002218019,0.0001356527,0.0000071968,0.00002530907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106426,0.00003895095,0.9950486,0.0001253877,0.00001017011,0.00003751466,0.0004354685,0.00000321617,0.0003979046,0.00044461,0.0001405292,0.003206947],"study_design_scores_gemma":[0.0007525742,0.00006223947,0.9947163,0.0001423539,0.00001381951,0.00001193483,0.0005860466,0.0002999507,0.0001461824,0.00009798688,0.0031334,0.00003714711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934407,0.000665422,3.034827e-7,0.003119187,0.00002655152,0.0003401974,0.000003048074,0.000005072477,0.002399506],"genre_scores_gemma":[0.9973479,0.0005390362,0.00001033887,0.0007695362,0.00002230349,0.000013155,0.000002828868,0.000003223344,0.00129168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003907186,"threshold_uncertainty_score":0.1652065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648543436850692,"score_gpt":0.2659856682341348,"score_spread":0.2495002338656279,"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."}}