{"id":"W4321447376","doi":"10.1089/dia.2023.2507","title":"Technology and Pregnancy","year":2023,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Medicine; Pregnancy; Diabetes mellitus; Obstetrics; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001032845,0.0001484544,0.0002331823,0.001756493,0.00009971989,0.00001492838,0.0001608801,0.0002506887,0.00002503272],"category_scores_gemma":[0.00005682222,0.0001333299,0.00003604908,0.002297856,0.0004420989,0.00004182306,0.000218043,0.0002920459,0.0002195033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002844776,"about_ca_system_score_gemma":0.00003482077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.136272e-7,"about_ca_topic_score_gemma":6.702443e-7,"domain_scores_codex":[0.9987598,0.00001270212,0.00016445,0.0003025972,0.0001886512,0.0005717654],"domain_scores_gemma":[0.9993356,0.00005471463,0.00003852515,0.0003869449,0.0001152311,0.00006895512],"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":[0.000007776683,0.0001151159,0.4141477,0.0002171922,0.0004489027,0.00005309929,0.0000446777,0.000001477243,0.0417859,0.03389051,0.0005132888,0.5087743],"study_design_scores_gemma":[0.004469479,0.002860221,0.3143435,0.00104392,0.000599615,0.00002042361,0.001307676,0.003651929,0.1104453,0.2518554,0.3085557,0.000846807],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635003,0.004802244,0.00003673793,0.02865211,0.00005691855,0.0005020518,0.000008459134,0.001285866,0.001155279],"genre_scores_gemma":[0.9931349,0.002083465,0.001200141,0.0009292637,0.00001330196,0.0002128095,0.0000369431,0.00003471574,0.00235444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5079275,"threshold_uncertainty_score":0.5437034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235374223251193,"score_gpt":0.3039149811351419,"score_spread":0.2803775588100226,"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."}}