{"id":"W3188021701","doi":"10.1155/2021/2302379","title":"Cognitive Dysfunction of Pregnant Women with Gestational Diabetes Mellitus in Perinatal Period","year":2021,"lang":"en","type":"article","venue":"Journal of Healthcare Engineering","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Harbin Medical University","keywords":"Gestational diabetes; Perinatal period; Medicine; Gestational period; Obstetrics; Pregnancy; Cognition; Diabetes mellitus; Postpartum period; Pediatrics; Gestation; Psychiatry; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539048,0.00007977996,0.0002447352,0.0002486021,0.00001599647,0.000009574769,0.00003025059,0.00002827341,0.00004725031],"category_scores_gemma":[0.0002828919,0.00006627662,0.00003508258,0.0002444705,0.00001845341,0.0001196555,0.00001649284,0.0002474615,8.438736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002206632,"about_ca_system_score_gemma":0.0003982205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006418077,"about_ca_topic_score_gemma":0.000006112245,"domain_scores_codex":[0.9988651,0.00003029175,0.0003187579,0.00009063241,0.0004540189,0.000241145],"domain_scores_gemma":[0.9989241,0.000106947,0.0001037527,0.00005263999,0.0006513355,0.0001612172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005636291,0.002448105,0.5026685,0.03721549,0.002769531,0.008538502,0.01920872,0.05332706,0.05455722,0.005772992,0.0001668153,0.3076908],"study_design_scores_gemma":[0.003023798,0.002572894,0.9791867,0.003575755,0.00003044524,0.0001906836,0.003803865,0.002103779,0.004580738,0.00004565495,0.0007676343,0.0001180319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944819,0.003045525,0.0008446305,0.001380619,0.00007267013,0.0001320902,0.00001177676,0.000004824677,0.00002599564],"genre_scores_gemma":[0.9974822,0.0003412392,0.001991777,0.00005179654,0.00005304341,0.00001566178,0.00001381683,0.00001211092,0.0000383549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4765182,"threshold_uncertainty_score":0.2702682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098731591720248,"score_gpt":0.2664007290681434,"score_spread":0.255413413150941,"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."}}