{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005644994,0.001304477,0.001140869,0.0011918,0.000355652,0.002214756,0.001545468,0.001374379,0.003177292],"category_scores_gemma":[0.02147065,0.0003831807,0.00143737,0.001174396,0.00059058,0.001049336,0.001203067,0.001402939,0.001053635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149643,"about_ca_system_score_gemma":0.002209953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01731262,"about_ca_topic_score_gemma":0.01030946,"domain_scores_codex":[0.9977039,0.001272349,0.00009737641,0.0004355003,0.0004012902,0.00008964346],"domain_scores_gemma":[0.9925817,0.005170088,0.0006277061,0.0002461094,0.001215612,0.0001586343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005968672,0.0002074099,0.1580526,0.002135934,0.001124622,0.0008684784,0.000308987,0.2251261,0.002740606,0.01437851,0.01702166,0.5774382],"study_design_scores_gemma":[0.00006064086,0.0003492903,0.02542003,0.001431983,0.0005675362,0.001013603,0.0003050573,0.9121052,0.003195247,0.02517859,0.03022172,0.0001511139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1085133,0.06586153,0.7822376,0.01964193,0.001361554,0.000520869,0.003671375,0.001708375,0.01648337],"genre_scores_gemma":[0.7159433,0.03595201,0.2374924,0.00229192,0.0008242808,0.0003729539,0.002219956,0.0002323123,0.004670876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01731262,"threshold_uncertainty_score":0.03442371,"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."}}