{"id":"W4385601970","doi":"10.1016/j.jamda.2023.06.033","title":"Use of Diabetes Medications before and after a Heart Failure–Related Hospitalization among Nursing Home Residents","year":2023,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute on Aging","keywords":"Medicine; Type 2 diabetes; Diabetes mellitus; Cohort; Cohort study; Heart failure; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005728859,0.0002840423,0.0004267966,0.001186162,0.0006393502,0.0008630226,0.0003657343,0.0007929822,0.002081982],"category_scores_gemma":[0.00356417,0.0003563357,0.0007456086,0.001188964,0.0002899866,0.0008860548,0.00055479,0.001060333,0.0001892114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005859056,"about_ca_system_score_gemma":0.0007512494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01921847,"about_ca_topic_score_gemma":0.03452714,"domain_scores_codex":[0.9993508,0.0001404871,0.0001056447,0.0001069973,0.0001273936,0.0001686368],"domain_scores_gemma":[0.9969223,0.0006856789,0.0012582,0.0001113202,0.0002794498,0.0007431171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078557,0.0001178773,0.9986504,0.000005582802,0.00003776859,0.00004990797,0.00009327877,0.00001558442,0.00006027086,0.000007636639,0.00009943973,0.0007543911],"study_design_scores_gemma":[0.000003519204,0.00007745271,0.9992881,0.00000601858,0.00001420635,0.0000464343,0.0004124208,0.0000594374,0.00001626981,0.000006146294,0.00006611381,0.00000386645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987914,0.0002062378,0.00001847837,0.00008032005,0.00001997378,0.000005001534,0.0002914569,0.000001882543,0.0005851559],"genre_scores_gemma":[0.9989389,0.0001520757,0.00003754403,0.0001030253,0.00004012451,0.000007226425,0.000397411,0.000001783142,0.0003218401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01921847,"threshold_uncertainty_score":0.03821319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005721041148092083,"score_gpt":0.2637322173271656,"score_spread":0.2580111761790735,"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."}}