{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002250895,0.0002492154,0.00025533,0.001058036,0.002239611,0.00602612,0.0003868026,0.003085264,0.0179372],"category_scores_gemma":[0.007758304,0.0001799762,0.0002584718,0.00111916,0.006361337,0.002524674,0.003134582,0.003140308,0.001669584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002244324,"about_ca_system_score_gemma":0.003750689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003705614,"about_ca_topic_score_gemma":0.002923455,"domain_scores_codex":[0.9981428,0.0009620053,0.00008675487,0.000150101,0.0003462153,0.0003121108],"domain_scores_gemma":[0.9972094,0.001675329,0.0003366538,0.0001915788,0.0001713947,0.0004156033],"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":[0.00005672104,0.00009330357,0.005841476,0.00008764057,0.000009405595,0.0007786499,0.005757187,0.0001235375,0.0003560748,0.892179,0.01503858,0.07967849],"study_design_scores_gemma":[0.00002196613,0.000145082,0.009269808,0.001059683,0.00002263492,0.00374051,0.008733416,0.0001668927,0.0005308993,0.3038788,0.672399,0.00003138034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03588656,0.09552341,0.002848319,0.1588895,0.002114747,0.00004309626,0.0001474943,0.00004115241,0.7045059],"genre_scores_gemma":[0.722827,0.1252302,0.002077828,0.02215288,0.00185367,0.0001106402,0.000110761,0.00005152369,0.1255855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0179372,"threshold_uncertainty_score":0.06000596,"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."}}