{"id":"W2952159329","doi":"10.1097/hco.0000000000000647","title":"Predictors of heart failure development in type 2 diabetes","year":2019,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; St. Michael's Hospital; University of Toronto","funders":"National Institute of General Medical Sciences; AstraZeneca","keywords":"Medicine; Heart failure; Type 2 diabetes; Diabetes mellitus; Heart disease; Population; Intensive care medicine; Disease; Internal medicine; Cardiology; Endocrinology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000324973,0.0003496019,0.002770133,0.0006674046,0.000008608114,0.000003961279,0.0001431488,0.0002866719,0.00002750066],"category_scores_gemma":[0.00006132169,0.0002755478,0.0003210209,0.0004336442,0.00005729762,0.00002842046,0.0001601056,0.0003531356,0.0001259168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808677,"about_ca_system_score_gemma":0.000380525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001125453,"about_ca_topic_score_gemma":8.231746e-7,"domain_scores_codex":[0.9980096,0.0001846296,0.000799972,0.000452875,0.0001744267,0.0003784827],"domain_scores_gemma":[0.9991788,0.0001298933,0.000193138,0.0003889483,0.00004711511,0.00006215311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001292172,0.0001989135,0.1619526,0.07358591,0.0007320672,0.000002283327,0.00005228578,0.000006507666,2.060007e-7,0.0001022306,0.0265675,0.7367865],"study_design_scores_gemma":[0.0006528534,0.0001796299,0.005073373,0.02118776,0.0002732671,0.000002336325,0.000007258902,9.149673e-7,6.295934e-7,0.00000382451,0.9724333,0.0001848563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004789298,0.9899369,0.000001220934,0.00003247038,0.007677969,0.001576117,0.00001369264,0.00002119277,0.0002615271],"genre_scores_gemma":[0.0001956977,0.9979025,0.0001061066,0.000005713386,0.0003282139,0.0002418634,0.001128522,0.00003231521,0.00005912525],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9458658,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08659533526426667,"score_gpt":0.3675689438903298,"score_spread":0.2809736086260631,"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."}}