{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001628652,0.0001447314,0.0003012011,0.0001812048,0.0002454979,0.00006179285,0.00008403133,0.00006594962,0.000009461804],"category_scores_gemma":[0.03096981,0.0001041309,0.0001001728,0.0003309131,0.0001607459,0.0001438926,0.0001387158,0.0001929261,4.422316e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000236609,"about_ca_system_score_gemma":0.0001894907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001476048,"about_ca_topic_score_gemma":0.00001169319,"domain_scores_codex":[0.997736,0.0003141573,0.0004413705,0.0003933178,0.0007026931,0.0004124852],"domain_scores_gemma":[0.9845708,0.01379065,0.000148704,0.000281961,0.001096286,0.0001115826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002108182,0.0007049456,0.970179,0.00288527,0.0003854876,0.000001941138,0.001144162,0.0001859621,0.0002092994,0.0001680954,0.0001051016,0.02381991],"study_design_scores_gemma":[0.005751862,0.002468738,0.8974105,0.003027038,0.0005919092,1.72391e-7,0.0008947952,0.0793597,0.003234827,0.007113082,0.00004164859,0.0001057648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.840848,0.001064934,0.006379912,0.0001870377,0.00002368587,0.151163,0.0002987114,0.00001422031,0.00002050374],"genre_scores_gemma":[0.7027969,0.0001998243,0.001793465,0.000004817214,0.0000263407,0.2950448,0.00006272249,0.0000187855,0.00005228756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1438819,"threshold_uncertainty_score":0.9771928,"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."}}