{"id":"W4310095274","doi":"10.1371/journal.pgph.0000652","title":"Real world external validation of metabolic gestational age assessment in Kenya","year":2022,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ottawa Hospital; Bruyère; University of Ottawa","funders":"Bill and Melinda Gates Foundation","keywords":"Heel; Medicine; Gestational age; Cord blood; Gestation; Population; Linear regression; Obstetrics; Pregnancy; Statistics; Internal medicine; Mathematics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009875406,0.0001111744,0.0003940576,0.00017685,0.0001433829,0.00001361386,0.0001220804,0.00002071834,0.0003876463],"category_scores_gemma":[0.00007976579,0.0001105446,0.00006122852,0.0007415436,0.00004462507,0.0001247246,0.0001345016,0.0002804979,0.000004289031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00052653,"about_ca_system_score_gemma":0.001424666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060376,"about_ca_topic_score_gemma":0.0003341123,"domain_scores_codex":[0.9977673,0.0003863793,0.0004994711,0.0002333799,0.00075396,0.0003595437],"domain_scores_gemma":[0.9992819,0.0000730414,0.0002089403,0.0001980781,0.0000697112,0.0001683599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007565597,0.001143756,0.8722041,0.000219725,0.0001160672,0.00004007089,0.0009073413,0.000072728,0.00006708996,0.114863,0.001380839,0.008909599],"study_design_scores_gemma":[0.001230258,0.0001932652,0.9872137,0.00007986005,0.00001895087,0.00001298322,0.0002742242,0.000226795,0.0000218606,0.002356083,0.008290018,0.00008202457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923672,0.002175914,0.0003446623,0.0230516,0.0002590447,0.0008598314,0.0002827213,0.00007074715,0.04928352],"genre_scores_gemma":[0.9951108,0.0003461737,0.002850306,0.001118521,0.00007023151,0.0001279108,0.0001757142,0.000007394668,0.0001929666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1150095,"threshold_uncertainty_score":0.4507879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07353095763512177,"score_gpt":0.3638567414017357,"score_spread":0.290325783766614,"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."}}