{"id":"W4283831529","doi":"10.1186/s12884-022-04838-1","title":"Simple method for identification of women at risk of gestational diabetes mellitus in Arusha urban, Tanzania","year":2022,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Nelson Mandela African Institution of Science and Technology","keywords":"Medicine; Gestational diabetes; Obstetrics; Diabetes mellitus; Anthropometry; Pregnancy; Tanzania; Receiver operating characteristic; Reproductive medicine; Body mass index; Gynecology; Gestation; 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":[0.002279285,0.000711765,0.0005184285,0.002683889,0.0003383239,0.0005399856,0.0005872239,0.0003933432,0.001995176],"category_scores_gemma":[0.00526219,0.0003498463,0.0004417253,0.0008769718,0.0002102997,0.0003131784,0.0007966347,0.000381473,0.0005704024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653818,"about_ca_system_score_gemma":0.0005498213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002643396,"about_ca_topic_score_gemma":0.005569761,"domain_scores_codex":[0.9984977,0.0007683545,0.0001893583,0.00014075,0.0003061977,0.0000976528],"domain_scores_gemma":[0.9980946,0.0004989606,0.0007388795,0.0001314814,0.0004076264,0.0001284623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005175552,0.0004413958,0.9500183,0.0003448441,0.00007053649,0.0004596676,0.0008771417,0.0002178017,0.003505169,0.00009983763,0.002413175,0.04103453],"study_design_scores_gemma":[0.0001581786,0.0021761,0.9835227,0.0003021758,0.0001304149,0.002134235,0.001594781,0.003589736,0.001986561,0.0002217203,0.004130094,0.00005328921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978982,0.002689944,0.008747804,0.0006112606,0.0002347139,0.002273144,0.003225158,0.0002096982,0.003026195],"genre_scores_gemma":[0.9616498,0.001211685,0.03140429,0.0002700233,0.00009160273,0.001682538,0.001908176,0.00001276162,0.001769146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002683889,"threshold_uncertainty_score":0.01205415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306299541498201,"score_gpt":0.2806215999775553,"score_spread":0.2675586045625733,"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."}}