{"id":"W4233208704","doi":"10.1089/dia.2021.2507","title":"Technology and Pregnancy","year":2021,"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; University of Calgary","funders":"","keywords":"Medicine; Pregnancy; Gestational diabetes; Glycemic; Type 1 diabetes; Type 2 diabetes; License; Continuous glucose monitoring; Family medicine; Diabetes mellitus; Library science; Obstetrics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006025575,0.0001460345,0.0002530576,0.0006711502,0.00008588265,0.00001888545,0.000118075,0.0002567106,0.00006189694],"category_scores_gemma":[0.00007194717,0.0001371056,0.0000404299,0.001187755,0.0003908073,0.00004160021,0.0002092631,0.0003237576,0.00004548669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000336776,"about_ca_system_score_gemma":0.00008080342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.051611e-7,"about_ca_topic_score_gemma":0.000001282781,"domain_scores_codex":[0.998843,0.00001798008,0.0001689369,0.0003328545,0.0001734775,0.0004638063],"domain_scores_gemma":[0.9991561,0.00004352596,0.00003894585,0.0004419601,0.0002484209,0.0000710849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006306783,0.0002778336,0.3697395,0.0002173024,0.0005801067,0.0001281251,0.00003107502,5.497395e-7,0.09985743,0.05242794,0.0001420175,0.4765918],"study_design_scores_gemma":[0.003537948,0.001362415,0.09341353,0.0008770993,0.0006221798,0.0000653506,0.0009431523,0.0006030689,0.4937206,0.1452432,0.2590135,0.0005979377],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9362923,0.02742578,0.0001358379,0.03304438,0.00005888491,0.000329306,0.00000798269,0.0004124844,0.002293059],"genre_scores_gemma":[0.9873504,0.002370482,0.005761949,0.002002873,0.00001372437,0.0001137742,0.00003236658,0.00002966153,0.002324752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4759939,"threshold_uncertainty_score":0.5591006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758920997769165,"score_gpt":0.2887069529875644,"score_spread":0.2711177430098727,"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."}}