{"id":"W4408506501","doi":"10.1089/dia.2025.8807.jmy","title":"Technology and Pregnancy","year":2025,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; University of Calgary","funders":"","keywords":"Medicine; Pregnancy; Diabetes mellitus; Obstetrics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009449872,0.000283409,0.0005082226,0.002078966,0.0002045539,0.000009567929,0.0002817653,0.001179653,0.00001620514],"category_scores_gemma":[0.00009151583,0.0002523705,0.00006760644,0.002595826,0.001717987,0.00005420539,0.0002786518,0.0008805629,0.00002364422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005260763,"about_ca_system_score_gemma":0.0000878178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.472476e-7,"about_ca_topic_score_gemma":6.250802e-7,"domain_scores_codex":[0.998404,0.00002030188,0.000303778,0.0006620931,0.00008965899,0.0005202073],"domain_scores_gemma":[0.9985715,0.00004598971,0.00009349923,0.001078752,0.0001750999,0.00003517734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001127057,0.0001806543,0.5375326,0.00009440971,0.0005648952,0.00001948747,0.00001677574,5.718375e-8,0.02717801,0.08597662,0.00004629511,0.3483789],"study_design_scores_gemma":[0.003151543,0.0009887647,0.0694235,0.002751527,0.0015272,0.00009971191,0.000524024,0.0000937003,0.5027215,0.3607847,0.05730213,0.0006316959],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8583137,0.08694774,0.0004907841,0.04487688,0.0002549383,0.0007106835,0.000003877187,0.002317671,0.006083661],"genre_scores_gemma":[0.991776,0.001125708,0.003295632,0.001196386,0.00001228939,0.0001686452,0.000004748988,0.00003094934,0.002389635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4755435,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107064704198498,"score_gpt":0.2757651618803297,"score_spread":0.2650586914604799,"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."}}