{"id":"W3046481515","doi":"10.1111/dme.14380","title":"Approaches to screening for hyperglycaemia in pregnant women during and after the COVID‐19 pandemic","year":2020,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"European Foundation for the Study of Diabetes; University of Cambridge; British Heart Foundation; Diabetes UK; National Institute for Health and Care Research; Sanofi","keywords":"Medicine; Gestational diabetes; Receiver operating characteristic; Pregnancy; Obstetrics; Diabetes mellitus; Gestational age; Gestation; Pediatrics; 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":[0.008387843,0.0006082086,0.0007619685,0.002614571,0.0003555428,0.001623897,0.001053997,0.0008457925,0.0006223812],"category_scores_gemma":[0.0228697,0.0004451134,0.0007297707,0.001982529,0.0005655993,0.0007480907,0.001858366,0.001134301,0.000108855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576289,"about_ca_system_score_gemma":0.002108254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02958801,"about_ca_topic_score_gemma":0.02693586,"domain_scores_codex":[0.9926862,0.004541683,0.0006820493,0.0008682791,0.000714056,0.0005077292],"domain_scores_gemma":[0.9919692,0.002683004,0.003452435,0.0003432404,0.0009071291,0.0006450413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004416827,0.0000551413,0.9726065,0.0002338452,0.0002076447,0.0001529691,0.0005498088,0.0005137669,0.0001276139,0.0001165439,0.0006476024,0.02434687],"study_design_scores_gemma":[0.00004514673,0.0005561557,0.9914403,0.0005861254,0.0001345449,0.000379049,0.001729403,0.003398472,0.0002028988,0.0003971301,0.001091679,0.00003901137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9541236,0.02722894,0.003571164,0.005979253,0.0004205741,0.0002432084,0.002057,0.00005823052,0.006317959],"genre_scores_gemma":[0.9909977,0.004522067,0.002765498,0.0006660743,0.0001458434,0.0001331507,0.0005675738,0.000007808347,0.0001941884],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02958801,"threshold_uncertainty_score":0.05883157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447935473496744,"score_gpt":0.3088818112331008,"score_spread":0.1640882638834264,"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."}}