{"id":"W4251216282","doi":"10.1089/dia.2019.2508","title":"Technology and Pregnancy","year":2019,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Gestational diabetes; Pregnancy; Type 2 diabetes; Type 1 diabetes; Population; Diabetes mellitus; Family medicine; Pediatrics; 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":[0.0001211547,0.000524463,0.001834754,0.002916479,0.0000809009,0.00003011634,0.0004280982,0.001235746,0.0000415686],"category_scores_gemma":[0.00005644921,0.0004219991,0.0002286161,0.001806258,0.0005805939,0.00004566375,0.0004449641,0.001086192,0.0003384376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164319,"about_ca_system_score_gemma":0.0002313731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.244764e-7,"about_ca_topic_score_gemma":3.053166e-7,"domain_scores_codex":[0.9976862,0.00004529232,0.0004882725,0.0006929305,0.0002777594,0.0008095304],"domain_scores_gemma":[0.9983892,0.0001344673,0.0002242445,0.000993674,0.0001606055,0.00009780575],"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":[0.000001245608,0.00009667407,0.00106176,0.01805255,0.001199102,0.00001822166,0.00000426183,2.275767e-8,0.00001401554,0.006047724,0.00007712674,0.9734273],"study_design_scores_gemma":[0.0004206095,0.0005401391,0.00003558958,0.01541324,0.002479267,0.00001436019,0.00002238117,0.00001218965,0.00003898885,0.003122322,0.9775666,0.0003343214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002467151,0.9945825,0.00001361635,0.001449494,0.000115539,0.002155009,0.00003805056,0.000471175,0.0009278941],"genre_scores_gemma":[0.00009640932,0.9949839,0.001008596,0.0003156587,0.00002355615,0.0005479018,0.0001400427,0.0001087088,0.002775292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9774895,"threshold_uncertainty_score":0.9998232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06303970425215027,"score_gpt":0.3663481646894258,"score_spread":0.3033084604372756,"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."}}