{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006469402,0.0009222706,0.0005207659,0.0006003876,0.001347675,0.001055782,0.001468332,0.0007458535,0.001075224],"category_scores_gemma":[0.02190317,0.0003679131,0.0006025427,0.001097981,0.001096321,0.0005037572,0.001137703,0.0007113483,0.0005558546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007150304,"about_ca_system_score_gemma":0.007920162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7999786,"about_ca_topic_score_gemma":0.8409603,"domain_scores_codex":[0.997696,0.001026608,0.0001287512,0.0004910264,0.0004456734,0.0002119014],"domain_scores_gemma":[0.9919295,0.002789526,0.0007691863,0.0008727176,0.00340796,0.0002311014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001205182,0.0001976128,0.881305,0.0002912312,0.0005774733,0.0005191649,0.001502531,0.05853895,0.004115078,0.0010924,0.009017911,0.04163747],"study_design_scores_gemma":[0.000277867,0.0002695965,0.7832722,0.0002669391,0.0002089132,0.0003257744,0.00140929,0.1909649,0.004738064,0.0007067307,0.01744171,0.0001180187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845369,0.0004850202,0.005393554,0.0003084656,0.00004398277,0.0001837369,0.00588867,0.0002065173,0.002952992],"genre_scores_gemma":[0.9776458,0.000179262,0.006687552,0.0001578575,0.000009821157,0.0001339118,0.01381526,0.00005762243,0.001312874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7999786,"threshold_uncertainty_score":0.4023986,"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."}}