{"id":"W4239412160","doi":"10.1089/dia.2018.2508","title":"Technology and Pregnancy","year":2018,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Medicine; Pregnancy; Audit; Family medicine; Population; Diabetes mellitus; Gestational diabetes; Obstetrics; Gestation; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.0001484168,0.0005237763,0.001563435,0.002880501,0.0001260981,0.00003204185,0.0004450773,0.001230446,0.00004782075],"category_scores_gemma":[0.00007961172,0.0004192327,0.0002077517,0.001987744,0.00118682,0.00004350324,0.0004687572,0.0008876995,0.0002574529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095974,"about_ca_system_score_gemma":0.0002017791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.25335e-7,"about_ca_topic_score_gemma":5.948066e-7,"domain_scores_codex":[0.9976318,0.00004869239,0.0005058217,0.0007078773,0.0002707053,0.000835116],"domain_scores_gemma":[0.9983779,0.00010741,0.0002254956,0.0009422109,0.0002287825,0.0001181647],"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":[0.000001373791,0.0001033849,0.0006758104,0.00998825,0.001184985,0.00002102436,0.000005613317,3.495476e-9,0.000009356236,0.004089476,0.0002071553,0.9837136],"study_design_scores_gemma":[0.0003441679,0.000710976,0.00002761542,0.01519953,0.001949337,0.00001707006,0.00002009518,0.000007842399,0.00006624339,0.005897682,0.9754367,0.0003227239],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003168982,0.9951366,0.0000183872,0.001363716,0.0001057461,0.001619938,0.00003507884,0.0005562913,0.0008473597],"genre_scores_gemma":[0.00007493766,0.9952558,0.001786898,0.0003055491,0.00005069622,0.0006265924,0.0001162393,0.0001051992,0.001678088],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9833909,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05097474147388495,"score_gpt":0.3617558875190773,"score_spread":0.3107811460451924,"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."}}