{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002223449,0.0002452081,0.0002547491,0.00105873,0.002219307,0.005956389,0.0003841375,0.00306894,0.01790191],"category_scores_gemma":[0.0076707,0.000179671,0.0002578045,0.001126612,0.006281685,0.002494217,0.003106757,0.003136566,0.001666342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246456,"about_ca_system_score_gemma":0.003709108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003731162,"about_ca_topic_score_gemma":0.002971863,"domain_scores_codex":[0.9981747,0.0009435068,0.00008578631,0.0001471084,0.0003415955,0.0003073189],"domain_scores_gemma":[0.9972309,0.001662385,0.0003364256,0.0001887772,0.000170265,0.0004112112],"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":[0.00005688999,0.00009474041,0.005939099,0.00008789012,0.000009426666,0.000775324,0.005734377,0.0001232917,0.0003568105,0.8902807,0.01535717,0.08118427],"study_design_scores_gemma":[0.00002164712,0.0001461107,0.009452197,0.001062929,0.00002247291,0.003731553,0.00876252,0.0001671499,0.0005275515,0.3013456,0.6747288,0.00003134866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03583655,0.09832864,0.002797113,0.1607628,0.002114742,0.00004260024,0.0001472106,0.00004084665,0.6999295],"genre_scores_gemma":[0.7203189,0.1285586,0.002049266,0.02222496,0.001882576,0.0001087776,0.0001108161,0.00005095958,0.1246952],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01790191,"threshold_uncertainty_score":0.05988789,"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."}}