{"id":"W3203749571","doi":"10.1016/j.clinthera.2021.09.003","title":"The Health Care Resource Utilization and Costs Among Patients With Type 2 Diabetes and Either Cardiovascular Disease or Cardiovascular Risk Factors An Analysis of a US Health Insurance Database","year":2021,"lang":"en","type":"article","venue":"Clinical Therapeutics","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Eli Lilly (Canada)","funders":"Eli Lilly and Company","keywords":"Medicine; Cohort; Cohort study; Type 2 diabetes; Internal medicine; Risk factor; Disease; Retrospective cohort study; Diabetes mellitus; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008189246,0.0002029521,0.0008618127,0.00006953123,0.00022546,0.00005423358,0.00009578781,0.0000537298,0.000006688282],"category_scores_gemma":[0.0002204562,0.0001239542,0.0003382342,0.0006571765,0.0003695024,0.00009231997,0.00008878717,0.0001897947,1.729951e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029813,"about_ca_system_score_gemma":0.0003987703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002444617,"about_ca_topic_score_gemma":0.0002977324,"domain_scores_codex":[0.9972223,0.0009006243,0.0005097368,0.0005355949,0.000556322,0.0002754414],"domain_scores_gemma":[0.9975554,0.0002777551,0.0002364675,0.001281325,0.0002729995,0.0003760713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003905136,0.0002062104,0.8853842,0.0002167793,0.01224797,0.000006342243,0.0003013501,0.0004018516,4.332086e-8,0.00001077198,0.000009695444,0.1008243],"study_design_scores_gemma":[0.001900741,0.0006271974,0.9778707,0.0001386628,0.006140852,1.120185e-7,0.001453104,0.00222758,0.00000110167,0.000002701606,0.009505706,0.0001315171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327624,0.06598844,0.0001455919,0.0001055737,0.00005465444,0.0005926765,0.0003060194,0.00002881524,0.00001584525],"genre_scores_gemma":[0.9731092,0.0254992,0.00007400326,0.0004585642,0.00003536744,0.00000833197,0.0007699894,0.00003198064,0.00001339513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006927,"threshold_uncertainty_score":0.5054707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0849999560398354,"score_gpt":0.3718308271073973,"score_spread":0.2868308710675619,"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."}}