{"id":"W7162042402","doi":"10.82308/52682","title":"The diagnostic threshold for gestational diabetes: Should it be lowered to improve pregnancy outcomes?","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gestation; Pregnancy; Medical screening; Gestational age; Diagnostic test","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01890315,0.0006145484,0.002007352,0.00147466,0.0011055,0.003185507,0.002500766,0.004681729,0.005244149],"category_scores_gemma":[0.1334989,0.0003425613,0.001150576,0.00130567,0.002578253,0.004272133,0.001931284,0.007037976,0.001845439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003943505,"about_ca_system_score_gemma":0.009948017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01611821,"about_ca_topic_score_gemma":0.01188349,"domain_scores_codex":[0.9890554,0.006300851,0.0013425,0.0007928663,0.002002237,0.0005062183],"domain_scores_gemma":[0.9508879,0.02922363,0.006973296,0.001686646,0.008636078,0.00259245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002338684,0.0003048198,0.06568688,0.007334557,0.0004358871,0.0006490529,0.002255305,0.0008040502,0.001255857,0.02140237,0.1598678,0.7376647],"study_design_scores_gemma":[0.001225309,0.002198398,0.1626732,0.08264749,0.002747106,0.00571075,0.01117296,0.004712863,0.003582476,0.1600794,0.5625545,0.0006955207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01847439,0.2296585,0.007657923,0.7208325,0.01263946,0.0001575617,0.0008387507,0.0002329049,0.009508057],"genre_scores_gemma":[0.3892493,0.2833904,0.05051256,0.2505723,0.01897323,0.001226519,0.001480178,0.0003289529,0.004266591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01890315,"threshold_uncertainty_score":0.09997064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05376331744209453,"score_gpt":0.3726838100790995,"score_spread":0.3189204926370049,"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."}}