{"id":"W4281667863","doi":"10.1101/2022.05.26.22275635","title":"Real world external validation of metabolic gestational age assessment in Kenya","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ottawa Hospital; Bruyère; University of Ottawa","funders":"Ottawa Hospital Research Institute; Bill and Melinda Gates Foundation","keywords":"Heel; Medicine; Gestational age; Cord blood; Gestation; Population; Linear regression; Obstetrics; Pregnancy; Statistics; Mathematics; Internal medicine; Biology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005342764,0.0007981232,0.0004602203,0.0005571393,0.001230081,0.0009995921,0.001345835,0.0006709647,0.00107493],"category_scores_gemma":[0.01913216,0.0003420545,0.0005014333,0.001034949,0.0009634657,0.0004258807,0.00096207,0.0006461756,0.0004827779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007341367,"about_ca_system_score_gemma":0.007207734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7938843,"about_ca_topic_score_gemma":0.8217757,"domain_scores_codex":[0.998009,0.0009061623,0.0001088764,0.0003942785,0.0003986724,0.0001829733],"domain_scores_gemma":[0.9919415,0.002737348,0.0008416156,0.0008384104,0.00341567,0.0002256342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000959318,0.0001877763,0.9092378,0.0002078857,0.0004048273,0.0003991606,0.001010034,0.0468576,0.003137612,0.0007826611,0.005815237,0.0310001],"study_design_scores_gemma":[0.0002068387,0.0002694335,0.7975279,0.0001958444,0.0001609085,0.0002663773,0.001202855,0.183487,0.004643749,0.0005035875,0.01143994,0.00009565497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882111,0.0002838968,0.00420407,0.0002077184,0.00002946213,0.0001492207,0.004654999,0.0001368541,0.002122535],"genre_scores_gemma":[0.9855283,0.0001054088,0.004736623,0.00009314202,0.000007033199,0.0001034719,0.0084674,0.00003685464,0.0009217606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7938843,"threshold_uncertainty_score":0.414659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08901052379743313,"score_gpt":0.44088650174334,"score_spread":0.3518759779459069,"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."}}