{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008781189,0.0002697124,0.000731974,0.0006409294,0.0002448883,0.0007943785,0.0007317194,0.0003590637,0.001002889],"category_scores_gemma":[0.0006303074,0.0002514333,0.00008155134,0.0007308208,0.0001224958,0.0001555299,0.002567512,0.003262785,0.00006533192],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006632949,"about_ca_system_score_gemma":0.008677558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137213,"about_ca_topic_score_gemma":0.0003257901,"domain_scores_codex":[0.9942685,0.001302649,0.0008034821,0.00101158,0.001820595,0.0007932127],"domain_scores_gemma":[0.9975857,0.0003001099,0.0002109922,0.0007681124,0.0008174889,0.0003176361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005228014,0.01234288,0.4292673,0.06214474,0.001805157,0.007965004,0.0427383,0.001339218,0.01180248,0.1873679,0.1203644,0.1176346],"study_design_scores_gemma":[0.008067772,0.0003656378,0.8546782,0.01052792,0.00004390348,0.0000525349,0.004225316,0.001643888,0.007488461,0.02791922,0.08417798,0.0008091674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2006241,0.0002535866,0.0001824614,0.03944358,0.0002148367,0.5605824,0.0001098152,0.0001365385,0.1984526],"genre_scores_gemma":[0.09495065,0.003777606,0.07311936,0.002200276,0.0006555014,0.813725,0.006502038,0.0002043193,0.004865249],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4254109,"threshold_uncertainty_score":0.9999938,"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."}}