{"id":"W3090701129","doi":"10.12688/gatesopenres.13155.2","title":"Metabolic gestational age assessment in low resource settings: a validation protocol","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; Newborn Screening Ontario; Children's Hospital of Eastern Ontario","funders":"Bill and Melinda Gates Foundation","keywords":"Gestational age; Medicine; Population; Birth weight; Low birth weight; Pediatrics; Newborn screening; Estimation; Obstetrics; Pregnancy; Environmental health","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":[0.04142015,0.001664534,0.00144297,0.002023028,0.003043771,0.00196166,0.002933144,0.002209439,0.02197174],"category_scores_gemma":[0.04731119,0.001351055,0.001932149,0.001877343,0.001393348,0.001318006,0.002743832,0.003366774,0.006375841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003837517,"about_ca_system_score_gemma":0.02388069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006845522,"about_ca_topic_score_gemma":0.008716982,"domain_scores_codex":[0.9833797,0.009563984,0.003201342,0.001047027,0.001968726,0.0008392821],"domain_scores_gemma":[0.9657428,0.0088416,0.002484762,0.00519463,0.01625485,0.00148138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04393163,0.03692526,0.09740672,0.01716634,0.0008289205,0.003289193,0.009366221,0.01045638,0.008098505,0.02078672,0.1596497,0.5920944],"study_design_scores_gemma":[0.03538296,0.03511687,0.2502968,0.01977924,0.0009984856,0.002550311,0.007511456,0.01524753,0.01099762,0.01049317,0.6109783,0.0006472297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02249161,0.0003857368,0.02167792,0.0008766394,0.0002330653,0.9352967,0.00831083,0.0002071327,0.01052031],"genre_scores_gemma":[0.01436763,0.0005465399,0.03486931,0.0005641216,0.00005232344,0.9438732,0.004516721,0.00003310454,0.001177018],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04142015,"threshold_uncertainty_score":0.2190533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598825453954528,"score_gpt":0.5069134566042636,"score_spread":0.3470309112088108,"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."}}