{"id":"W4392457446","doi":"10.1089/dia.2024.2507","title":"Technology and Pregnancy","year":2024,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"","keywords":"Gestational diabetes; Medicine; Pregnancy; Diabetes mellitus; Family medicine; Yearbook; Glycemic; Obstetrics; Pediatrics; Gestation; Library science","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":[0.002255958,0.0002462913,0.000254702,0.001063477,0.002232851,0.005969249,0.000387101,0.003082578,0.01808147],"category_scores_gemma":[0.007801791,0.0001803058,0.0002580025,0.001118581,0.006327732,0.00249808,0.003111721,0.003122633,0.001666958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002255439,"about_ca_system_score_gemma":0.00374074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003734201,"about_ca_topic_score_gemma":0.002943931,"domain_scores_codex":[0.9981475,0.0009622117,0.00008650264,0.0001488947,0.0003446472,0.0003103758],"domain_scores_gemma":[0.997192,0.001685773,0.0003409747,0.000192334,0.0001714523,0.0004175933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005830949,0.00009553417,0.006038208,0.00008825227,0.000009641654,0.0007846957,0.005744405,0.0001251121,0.000361099,0.8893928,0.01524109,0.08206085],"study_design_scores_gemma":[0.00002231145,0.0001473564,0.009532138,0.001069029,0.00002295843,0.003767329,0.008760985,0.0001693993,0.000535487,0.307296,0.6686453,0.00003172838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03666598,0.09752574,0.002832662,0.1627761,0.002102656,0.00004295636,0.0001498712,0.00004139812,0.6978627],"genre_scores_gemma":[0.7246765,0.1263257,0.002054957,0.02188451,0.001843096,0.0001091587,0.0001111296,0.00005077361,0.1229441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01808147,"threshold_uncertainty_score":0.06048852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644783325796724,"score_gpt":0.2996372384086314,"score_spread":0.2831894051506642,"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."}}