{"id":"W4320003047","doi":"10.53350/pjmhs20221612477","title":"Reliability of Estimation of HBA1C for Diagnosing Gestational Diabetes","year":2022,"lang":"en","type":"article","venue":"","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Medicine; Gestational diabetes; Obstetrics; Incidence (geometry); Observational study; Pregnancy; Gestation; Diabetes mellitus; Gynecology; Glucose tolerance test; Insulin resistance; 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":[0.01224994,0.0004332258,0.000622795,0.001235471,0.000212118,0.0009021741,0.0007702704,0.0008421154,0.0004352935],"category_scores_gemma":[0.05809226,0.0003610284,0.0006192039,0.0007759487,0.0006082014,0.0006464177,0.0006316021,0.0008365757,0.0005294381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172056,"about_ca_system_score_gemma":0.0003884921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935036,"about_ca_topic_score_gemma":0.001945223,"domain_scores_codex":[0.9866989,0.007548115,0.001133442,0.001480989,0.00265636,0.0004821836],"domain_scores_gemma":[0.9546248,0.02932998,0.006329935,0.003787766,0.00516382,0.0007637081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002293703,0.00001817682,0.9914595,0.00003379517,0.0000730078,0.00004027447,0.000123987,0.0001740576,0.0002904356,0.0000316196,0.0002017168,0.007323947],"study_design_scores_gemma":[0.000011494,0.0003384036,0.9951707,0.00008978517,0.000126254,0.0004913246,0.0001659962,0.001964993,0.0006314174,0.000139044,0.0008555857,0.00001502339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804692,0.008759543,0.004912761,0.0003065715,0.0003654729,0.00004740895,0.000557863,0.00008611529,0.004495094],"genre_scores_gemma":[0.9986016,0.0003111805,0.0007227763,0.00004309801,0.00003937959,0.000008382768,0.0001611777,0.000007557053,0.0001047154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01224994,"threshold_uncertainty_score":0.06478471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942582363733112,"score_gpt":0.3148121081180845,"score_spread":0.2953862844807533,"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."}}