{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001450272,0.0001945564,0.0002339653,0.0009442443,0.001700684,0.004109561,0.0003322693,0.002198336,0.01573268],"category_scores_gemma":[0.004408035,0.0001309018,0.0001954958,0.0009615449,0.005303228,0.001782449,0.002493021,0.002170603,0.001253795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399316,"about_ca_system_score_gemma":0.002485922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001793447,"about_ca_topic_score_gemma":0.002342788,"domain_scores_codex":[0.9987015,0.0006406215,0.0000598542,0.0001096219,0.000296764,0.0001916184],"domain_scores_gemma":[0.9984637,0.0008652936,0.0002060651,0.0001071743,0.0000996809,0.0002582014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004415374,0.00008325715,0.004646936,0.0001158817,0.00001109145,0.0008308043,0.005102759,0.0001044063,0.0003696457,0.8734118,0.0170691,0.09821019],"study_design_scores_gemma":[0.00001757595,0.0001428114,0.009751209,0.0008894157,0.00002116089,0.004848493,0.006357737,0.0001068716,0.000366706,0.2607048,0.7167697,0.00002354382],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03837167,0.1636591,0.002379292,0.1113898,0.002827528,0.0000382909,0.0001061843,0.00002864956,0.6811994],"genre_scores_gemma":[0.6661017,0.1953709,0.001745336,0.01761642,0.002879629,0.00009038365,0.00009337447,0.00003194984,0.1160702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01573268,"threshold_uncertainty_score":0.05263102,"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."}}