{"id":"W3164252181","doi":"10.2196/28630","title":"Telemedical Approaches to Managing Gestational Diabetes Mellitus During COVID-19: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Pediatrics and Parenting","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; CINAHL; Telemedicine; MEDLINE; Cochrane Library; Psychological intervention; Pandemic; Randomized controlled trial; Context (archaeology); Glycated hemoglobin; Glycemic; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Diabetes mellitus; Pediatrics; Pregnancy; Internal medicine; Health care; Disease; Type 2 diabetes; Gestation; Infectious disease (medical specialty); Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001318985,0.0004353009,0.00228269,0.0005637095,0.0002622303,0.0001620473,0.000204623,0.0001351014,0.0001289084],"category_scores_gemma":[0.002870401,0.0003525598,0.0004016494,0.0009566403,0.00003961743,0.00006880101,0.0003865316,0.0004672841,0.00004657216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130286,"about_ca_system_score_gemma":0.0006076052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003727249,"about_ca_topic_score_gemma":0.000001318061,"domain_scores_codex":[0.9960797,0.0003155907,0.001163809,0.0007227738,0.001058248,0.0006599191],"domain_scores_gemma":[0.9971743,0.0008390279,0.0004283554,0.0003822371,0.0001178355,0.001058282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001009856,0.00006116669,0.0002182047,0.9595479,0.0002071044,0.0001005073,0.00004417744,0.000001847202,1.859352e-8,0.0003398383,0.001709617,0.03776865],"study_design_scores_gemma":[0.0003796,0.00007304056,0.0002003282,0.5702413,0.00564441,0.00006353673,0.0001392992,0.00008455676,6.856202e-8,0.00005574307,0.4224627,0.0006553771],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004885022,0.9938101,0.0001220499,0.0008617695,0.00008477425,0.004719086,0.00006646257,0.00005668118,0.0002302561],"genre_scores_gemma":[0.00002950511,0.9938255,0.0006371366,0.0007205866,0.0003927241,0.002310367,0.00130498,0.00005641761,0.0007228116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4207531,"threshold_uncertainty_score":0.9998927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159408739063863,"score_gpt":0.365506954537439,"score_spread":0.2495660806310527,"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."}}