{"id":"W4225412065","doi":"10.1089/dia.2022.2506","title":"Technology and Pregnancy","year":2022,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"","keywords":"Medicine; Diabetes mellitus; Pregnancy; Obstetrics; Intensive care medicine; Gynecology; 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":[0.000111308,0.0001380413,0.0002220429,0.001206843,0.0002498152,0.00001080921,0.0002106698,0.0001124031,0.0001399782],"category_scores_gemma":[0.00002562632,0.0001358439,0.00003698777,0.001265604,0.0003539862,0.00003234566,0.0004805209,0.0004974047,0.00001931209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007247546,"about_ca_system_score_gemma":0.00004984873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.787041e-7,"about_ca_topic_score_gemma":4.179066e-7,"domain_scores_codex":[0.9987807,0.00002664731,0.0001640433,0.0003043164,0.0002542977,0.0004700356],"domain_scores_gemma":[0.9993874,0.00003776599,0.00005134329,0.0003862791,0.00007990995,0.00005725791],"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":[0.00002052176,0.0004164876,0.4263883,0.0001414763,0.0005690277,0.00005643055,0.00007226208,0.000006602235,0.03608179,0.05873914,0.0003462839,0.4771617],"study_design_scores_gemma":[0.004622962,0.005583024,0.06231345,0.0002176529,0.0005858282,0.00006105335,0.002369277,0.001793016,0.04181665,0.1604472,0.7194464,0.0007435484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579098,0.01333722,0.00004998011,0.02619603,0.00006869341,0.0006045852,0.00001815481,0.0004700714,0.00134551],"genre_scores_gemma":[0.9940897,0.0004566441,0.001559218,0.001844087,0.00000808502,0.0004997082,0.00002823066,0.00002873179,0.001485598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7191001,"threshold_uncertainty_score":0.5539554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634087373198974,"score_gpt":0.2781410323344101,"score_spread":0.2618001586024204,"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."}}