{"id":"W4230025003","doi":"10.1111/1471-0528.13145","title":"BJOG Editor's Choice","year":2014,"lang":"en","type":"article","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational diabetes; Risk factor; Diabetes mellitus; Body mass index; Pregnancy; Disease; Stroke (engine); Population; Type 2 diabetes; Obesity; Obstetrics; Pediatrics; Internal medicine; Gestation; Environmental health; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003738356,0.0001450604,0.0004210496,0.0004469118,0.0000456148,0.00004409732,0.0004593629,0.0002230603,0.001303868],"category_scores_gemma":[0.02728047,0.000115913,0.000177234,0.0002142661,0.00009415366,0.0002010381,0.00006546781,0.0004159968,0.00007740041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878294,"about_ca_system_score_gemma":0.0001759695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007256087,"about_ca_topic_score_gemma":0.000003552985,"domain_scores_codex":[0.9982018,0.00009995752,0.0006455968,0.0001748479,0.0006320041,0.000245742],"domain_scores_gemma":[0.9944829,0.003249699,0.0004248634,0.0001788909,0.00134799,0.0003156281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001978596,0.002288347,0.8308933,0.00003446547,0.0003760203,0.001217988,0.000151345,0.000199709,0.0001181363,0.01475906,0.04090473,0.108859],"study_design_scores_gemma":[0.004052008,0.002595056,0.6863137,0.00001696278,0.0001093671,0.0004640969,0.00008567845,0.0006147488,0.0001190978,0.002854534,0.3026015,0.0001732601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844569,0.0009885713,0.009831411,0.003882807,0.07313996,0.0002268789,0.00001639969,0.00005616073,0.02740095],"genre_scores_gemma":[0.9910314,0.0001528551,0.002494727,0.00237965,0.003723292,0.000002940455,0.0000180567,0.00001787416,0.0001792048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2616968,"threshold_uncertainty_score":0.9996091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938123138999621,"score_gpt":0.3172873857499218,"score_spread":0.2979061543599256,"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."}}