{"id":"W4391343498","doi":"10.22541/au.170664527.70360634/v1","title":"Screening for gestational diabetes mellitus during the COVID-19 pandemic at an urban tertiary referral centre.","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Gestational diabetes; Pandemic; Tertiary referral centre; Coronavirus disease 2019 (COVID-19); Diabetes mellitus; Tertiary care; Medicine; Referral; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Tertiary referral hospital; Gestation; Internal medicine; Pregnancy; Family medicine; Virology; Retrospective cohort study; Endocrinology; Disease; Infectious disease (medical specialty)","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":[0.0005992373,0.0003216107,0.0003208346,0.0006163424,0.002321046,0.001052131,0.0006722353,0.001205174,0.01502926],"category_scores_gemma":[0.004540315,0.0004026658,0.0002968925,0.00120219,0.000542257,0.000457904,0.001452323,0.001221269,0.001630676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004346379,"about_ca_system_score_gemma":0.005937412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1236262,"about_ca_topic_score_gemma":0.1548842,"domain_scores_codex":[0.9989654,0.0002980812,0.00007627658,0.0001552007,0.000124862,0.0003800349],"domain_scores_gemma":[0.9964373,0.0005041183,0.0005045791,0.0001205043,0.000277978,0.002155473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009826671,0.0004804702,0.8607374,0.0003427342,0.00008094504,0.01305027,0.00280039,0.0002842261,0.001333154,0.0006408974,0.08717492,0.03209197],"study_design_scores_gemma":[0.0003680699,0.0005883452,0.9652552,0.0005590688,0.00007049696,0.006505447,0.008182124,0.0004955435,0.0004164614,0.0006657846,0.01682464,0.00006879826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203011,0.002925961,0.0005883472,0.03195041,0.0006967427,0.0006908193,0.01105924,0.0003391995,0.03144816],"genre_scores_gemma":[0.9763764,0.001910628,0.001349469,0.009480973,0.0007152234,0.0002736401,0.002626863,0.0001136202,0.007153117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236262,"threshold_uncertainty_score":0.2458132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07710714508916605,"score_gpt":0.3550156136494616,"score_spread":0.2779084685602956,"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."}}