{"id":"W3172852952","doi":"10.1007/s00125-021-05478-4","title":"Development and validation of a cardiovascular risk prediction model in type 1 diabetes","year":2021,"lang":"en","type":"article","venue":"Diabetologia","topic":"Diabetes Management and Research","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Chief Scientist Office","keywords":"Human physiology; Type 2 diabetes; Diabetes mellitus; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008534452,0.0008433576,0.001031757,0.0008978503,0.0003650712,0.001627674,0.001238481,0.0007859512,0.00101156],"category_scores_gemma":[0.01736286,0.0003800662,0.001012991,0.0005228937,0.0002555838,0.0004398953,0.0008047838,0.001302622,0.0003381725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008816855,"about_ca_system_score_gemma":0.001978267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034124,"about_ca_topic_score_gemma":0.003759278,"domain_scores_codex":[0.9984279,0.0009292442,0.000104892,0.000261274,0.0001777827,0.0000989236],"domain_scores_gemma":[0.9913704,0.006749562,0.0003807177,0.0002096458,0.001102004,0.0001875881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001654333,0.001043849,0.3512997,0.0002722214,0.0011315,0.0003920354,0.0002896987,0.4956159,0.001447605,0.001649242,0.003972812,0.1412311],"study_design_scores_gemma":[0.00008880553,0.0002117837,0.01342367,0.00005681115,0.0001263704,0.00006113949,0.0000300487,0.9844645,0.0003074341,0.0008483154,0.0003639225,0.00001728325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7605809,0.0007997167,0.2315363,0.001277884,0.0001991702,0.0006490604,0.001771899,0.001108652,0.002076362],"genre_scores_gemma":[0.921973,0.0002500254,0.0750998,0.0001793043,0.00005736256,0.0004333496,0.001415637,0.00003161457,0.0005597771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034124,"threshold_uncertainty_score":0.04513502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813652031460657,"score_gpt":0.2610597928519288,"score_spread":0.2329232725373223,"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."}}