{"id":"W3045205118","doi":"10.1161/atvbaha.120.314733","title":"Warning AlarmIn Diabetes Mellitus","year":2020,"lang":"en","type":"letter","venue":"Arteriosclerosis Thrombosis and Vascular Biology","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Diabetes mellitus; Medicine; Warning system; Internal medicine; Endocrinology; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000195916,0.0004886962,0.001243201,0.0001961865,0.0002421353,0.00002806911,0.0001844238,0.001692913,0.00008173493],"category_scores_gemma":[0.0001019803,0.0004268088,0.0003252322,0.0001919821,0.0003436781,0.00004893063,0.0001803127,0.002061871,0.00008882665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005477559,"about_ca_system_score_gemma":0.00006513263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004494637,"about_ca_topic_score_gemma":0.000002438185,"domain_scores_codex":[0.9974249,0.0002720863,0.000508645,0.0008858958,0.0001703933,0.0007381013],"domain_scores_gemma":[0.9988266,0.0001571545,0.0001937333,0.0005703295,0.00007580913,0.0001763459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003897906,0.0000953159,0.7066556,0.001595514,0.001955346,0.000007475975,0.0006263761,7.953066e-8,0.02792499,0.00006310651,0.2516165,0.009455706],"study_design_scores_gemma":[0.0006582989,0.001034069,0.2510415,0.0005503238,0.0004935983,0.000001331603,0.00003890986,0.00003198778,0.0003051873,0.00007363597,0.7453093,0.0004618334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4312243,0.0008478289,0.00005482272,0.5661417,0.0007392554,0.000525369,0.00005078057,0.0003341274,0.00008176938],"genre_scores_gemma":[0.4402122,0.01064252,0.0008547832,0.5447986,0.002515737,0.0001316276,0.0007318306,0.0001030785,0.000009639134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4936928,"threshold_uncertainty_score":0.9998184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06463060984992224,"score_gpt":0.3050293400483534,"score_spread":0.2403987301984311,"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."}}