{"id":"W4250835546","doi":"10.1089/dia.2020.2506","title":"Technology and Pregnancy","year":2020,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Medicine; Pregnancy; Gestational diabetes; Obstetrics and gynaecology; Champion; Glycated hemoglobin; Family medicine; Type 2 diabetes; Diabetes mellitus; Obstetrics; Gynecology; Gestation; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001286657,0.0006559386,0.002517447,0.002716664,0.0001218784,0.000044246,0.000649986,0.001766305,0.00004330039],"category_scores_gemma":[0.00005899579,0.0005076707,0.0002995782,0.003300224,0.00103181,0.00004605491,0.0007819437,0.001751619,0.0002595467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008639559,"about_ca_system_score_gemma":0.0001803795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.463092e-8,"about_ca_topic_score_gemma":1.695101e-7,"domain_scores_codex":[0.9973723,0.00005422292,0.0005714673,0.0008479576,0.000270454,0.0008835696],"domain_scores_gemma":[0.9984286,0.00009916743,0.0002480165,0.0009865896,0.0001048901,0.0001327764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001578694,0.00009461673,0.00112065,0.01106784,0.001619617,0.00007212703,0.000007163903,2.354612e-9,0.00001326203,0.002892181,0.00009305994,0.9830179],"study_design_scores_gemma":[0.0004170091,0.0005763931,0.000005735207,0.01459872,0.003548537,0.000009469993,0.0000216765,0.0000170176,0.00005386271,0.002534625,0.977811,0.0004059863],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009264662,0.9909257,0.000009128509,0.004582964,0.0001301441,0.001793878,0.00001725791,0.001058466,0.001389807],"genre_scores_gemma":[0.00007257306,0.9965302,0.0006944258,0.0003697309,0.00006419636,0.000392326,0.00005909801,0.0001603378,0.001657108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9826119,"threshold_uncertainty_score":0.9997375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05247733517583732,"score_gpt":0.3533546094390736,"score_spread":0.3008772742632363,"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."}}