{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008217238,0.0001558205,0.0002094369,0.001416999,0.00006572612,0.00003780836,0.0001328296,0.0002517964,0.00004349929],"category_scores_gemma":[0.00002841414,0.0001319216,0.0000421431,0.001285017,0.0004423078,0.0000595913,0.0001429233,0.0003879161,0.0001063321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004191708,"about_ca_system_score_gemma":0.00005398193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.050096e-7,"about_ca_topic_score_gemma":5.564353e-7,"domain_scores_codex":[0.9988717,0.00001074944,0.0001601614,0.0003408495,0.0001660775,0.0004504377],"domain_scores_gemma":[0.9994577,0.0000551218,0.00001859448,0.0003212167,0.00008472461,0.00006265738],"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":[0.000004882838,0.00009997317,0.07136381,0.00051626,0.0006377656,0.00008141154,0.00004311208,4.095369e-7,0.03403148,0.1097157,0.000284165,0.7832211],"study_design_scores_gemma":[0.001552655,0.002218094,0.02406672,0.002453019,0.0007984127,0.00004490521,0.0004707749,0.004461139,0.08857762,0.2415099,0.6332253,0.0006213934],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8722438,0.08268788,0.0002615163,0.0402129,0.0001363519,0.0006116462,0.00001219902,0.001405293,0.002428425],"genre_scores_gemma":[0.9925194,0.002349606,0.002146333,0.0007921733,0.00001935717,0.0001571934,0.00001666732,0.00003625557,0.001963011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7825997,"threshold_uncertainty_score":0.5379608,"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."}}