{"id":"W2967211497","doi":"10.1080/14789450.2019.1654863","title":"Postnatal gestational age estimation via newborn screening analysis: application and potential","year":2019,"lang":"en","type":"article","venue":"Expert Review of Proteomics","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"","keywords":"Gestational age; Medicine; Estimation; Newborn screening; Obstetrics; Computer science; Pregnancy; Pediatrics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005967447,0.000112511,0.0004140574,0.0001752721,0.00004158168,0.00001010413,0.00008572028,0.00006373232,0.000129233],"category_scores_gemma":[0.0001852922,0.00009882068,0.0001053561,0.0004157982,0.00005226594,0.0001291891,0.00005411632,0.0001684404,0.00003549217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005699549,"about_ca_system_score_gemma":0.0001349969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006478984,"about_ca_topic_score_gemma":0.000002311558,"domain_scores_codex":[0.9985442,0.00007098471,0.0004463201,0.000270851,0.000503341,0.0001643632],"domain_scores_gemma":[0.9990796,0.00004657614,0.000199978,0.0003187229,0.0002154394,0.0001397213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005254357,0.0001344608,0.001779072,0.02095675,0.0003409991,0.00003907264,0.0001651317,0.0001752538,0.1173749,0.0004513156,0.0001725902,0.857885],"study_design_scores_gemma":[0.009362706,0.0032203,0.2090327,0.02305095,0.001947403,0.000619109,0.0002233919,0.6169698,0.03896328,0.0006705154,0.09435805,0.001581755],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07570437,0.07391183,0.8437728,0.001908905,0.0000399866,0.004430975,0.00002087541,0.00003714794,0.0001731734],"genre_scores_gemma":[0.1488304,0.03003074,0.8160774,0.00333982,0.0001961444,0.0004730269,0.0008484702,0.00004798709,0.0001560481],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8563033,"threshold_uncertainty_score":0.402979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904608873241219,"score_gpt":0.3756847774313706,"score_spread":0.3566386886989584,"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."}}