{"id":"W4405168290","doi":"10.1136/thorax-2024-222540","title":"Beyond glycaemic control: reduced pneumonia and sepsis risk with GLP-1 RAs and SGLT2 inhibitors in patients with type 2 diabetes","year":2024,"lang":"en","type":"editorial","venue":"Thorax","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Centre for Advancing Health Outcomes","funders":"","keywords":"Medicine; Pneumonia; Sepsis; Type 2 diabetes; Diabetes mellitus; Intensive care medicine; Type 1 diabetes; Internal medicine; Endocrinology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002240907,0.0005168234,0.0008660972,0.0003338417,0.0000568901,0.0001016268,0.00007630588,0.0003371194,0.00001371904],"category_scores_gemma":[0.0001061802,0.0003445494,0.00004289602,0.0003267481,0.0001553368,0.0001028936,0.00009806769,0.0006122417,0.00002039137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487879,"about_ca_system_score_gemma":0.0001251569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007323379,"about_ca_topic_score_gemma":0.00007405266,"domain_scores_codex":[0.997917,0.0000668539,0.0002930283,0.0007058337,0.0005875035,0.0004297583],"domain_scores_gemma":[0.9989357,0.0002136688,0.0001779233,0.0003436379,0.0001455103,0.0001835732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002532918,0.0003438249,0.3599324,0.001117589,0.001915893,0.0001068029,0.0003312139,0.000001824781,0.00007882345,0.00001056757,0.6215806,0.01204756],"study_design_scores_gemma":[0.04953329,0.02231548,0.2712171,0.009209493,0.0182449,0.000001851705,0.0002489271,0.00009090295,0.00034252,0.0005743168,0.6256639,0.002557236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132996,0.002752219,2.644915e-7,0.0001421219,0.08119594,0.001335558,0.0001746508,0.00009709717,0.001002506],"genre_scores_gemma":[0.8940499,0.001225312,0.0002465968,0.000108776,0.09930116,0.0001876444,0.001377626,0.0002530232,0.003249914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08871525,"threshold_uncertainty_score":0.9999006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002552848110897234,"score_gpt":0.2141279947193368,"score_spread":0.2115751466084396,"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."}}