{"id":"W3135659546","doi":"10.1186/s41512-021-00095-6","title":"Diabetes after pregnancy: a study protocol for the derivation and validation of a risk prediction model for 5-year risk of diabetes following pregnancy","year":2021,"lang":"en","type":"article","venue":"Diagnostic and Prognostic Research","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta; Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; St. Michael's Hospital; Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto; Women's College Hospital","funders":"Physicians' Services Incorporated Foundation; Diabetes Action Canada; Ontario Ministry of Health and Long-Term Care; Diabetes Canada; Diabetes Action Research and Education Foundation","keywords":"Pregnancy; Medicine; Gestational diabetes; Population; Body mass index; Obstetrics; Percentile; Cohort; Demography; Statistics; Gestation; Internal medicine; Environmental health; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.05019949,0.001932052,0.002064126,0.001364691,0.003800766,0.002169537,0.003114613,0.00265757,0.046754],"category_scores_gemma":[0.055228,0.002262986,0.002898276,0.0018209,0.001426655,0.001126785,0.001823506,0.003706527,0.009271635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006344763,"about_ca_system_score_gemma":0.03508885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01603442,"about_ca_topic_score_gemma":0.02748085,"domain_scores_codex":[0.9878659,0.007337513,0.001873461,0.001056167,0.001355096,0.0005118596],"domain_scores_gemma":[0.9697663,0.009366767,0.003013446,0.005613858,0.0108119,0.001427758],"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":[0.1018804,0.03970359,0.03741049,0.03033331,0.002098296,0.002999848,0.007570537,0.01685246,0.006100801,0.0280802,0.3291846,0.3977855],"study_design_scores_gemma":[0.1348313,0.03915687,0.1069798,0.02578473,0.002322192,0.001137646,0.003672629,0.01574558,0.006319312,0.01770019,0.6454307,0.0009189876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00399759,0.0001077731,0.007472529,0.0002072818,0.0001514335,0.9782603,0.008253728,0.0000740779,0.001475207],"genre_scores_gemma":[0.001826789,0.00009022233,0.007359832,0.000107459,0.00002092566,0.9885285,0.001645702,0.000006144749,0.0004143401],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05019949,"threshold_uncertainty_score":0.2654835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05755973319139719,"score_gpt":0.3773200027395959,"score_spread":0.3197602695481987,"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."}}