{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004335055,0.000564545,0.0005609457,0.00107072,0.00259432,0.005573531,0.00113229,0.002874374,0.04828547],"category_scores_gemma":[0.01519088,0.0002486994,0.000486109,0.001302081,0.004144885,0.00306222,0.00597423,0.003236978,0.01083419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964043,"about_ca_system_score_gemma":0.004134033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004358002,"about_ca_topic_score_gemma":0.003158204,"domain_scores_codex":[0.9967096,0.001494222,0.0001601828,0.0005004555,0.0006975428,0.000437972],"domain_scores_gemma":[0.996734,0.001502138,0.0003143101,0.0005412013,0.0004390203,0.0004693166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001212935,0.0001092928,0.008439134,0.0004675459,0.00004107447,0.00132431,0.007083651,0.0002178913,0.0004669813,0.4920775,0.1300833,0.359568],"study_design_scores_gemma":[0.00001782609,0.00007675902,0.002778281,0.0009927223,0.00001922327,0.001947805,0.002167804,0.00008108605,0.0002257743,0.0880507,0.9036182,0.00002374054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01492144,0.06070058,0.01508207,0.1739031,0.00703575,0.0002535982,0.001446031,0.0004313328,0.7262262],"genre_scores_gemma":[0.4759035,0.1141557,0.02891999,0.08182289,0.005175401,0.00119505,0.001977163,0.0006711779,0.290179],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04828547,"threshold_uncertainty_score":0.1615309,"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."}}