{"id":"W4310778803","doi":"10.1152/ajplung.00250.2022","title":"Development of a peripheral blood transcriptomic gene signature to predict bronchopulmonary dysplasia","year":2022,"lang":"en","type":"article","venue":"American Journal of Physiology-Lung Cellular and Molecular Physiology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Center for Advancing Translational Sciences; National Institute of Dental and Craniofacial Research; National Institute of Allergy and Infectious Diseases; National Institute on Aging; National Heart, Lung, and Blood Institute; Doris Duke Charitable Foundation; Burroughs Wellcome Fund; National Institute on Minority Health and Health Disparities; U.S. Department of Veterans Affairs","keywords":"Bronchopulmonary dysplasia; Medicine; Gestational age; Birth weight; Cohort; Internal medicine; Pediatrics; Pregnancy; 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":[0.0008574104,0.0003671035,0.000570544,0.0008324356,0.0001258516,0.000647236,0.0001958599,0.0003292475,0.0007846562],"category_scores_gemma":[0.001697166,0.0001410426,0.0003710738,0.0004654346,0.0001622859,0.0002471395,0.0003194255,0.0003481376,0.000293963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903347,"about_ca_system_score_gemma":0.0004307467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006940392,"about_ca_topic_score_gemma":0.0007495175,"domain_scores_codex":[0.9997283,0.00008076218,0.00002060676,0.00007413452,0.00005181962,0.00004432917],"domain_scores_gemma":[0.9993881,0.0002595889,0.0001382799,0.0000446982,0.00009841753,0.0000708618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002838513,0.0002384863,0.5909581,0.0001651417,0.0002113883,0.0002699099,0.0001454186,0.006044439,0.3185923,0.0002284657,0.0008895249,0.07941835],"study_design_scores_gemma":[0.0000810075,0.001851992,0.8070648,0.00006416513,0.0003214796,0.001024829,0.0002826262,0.1171251,0.06969736,0.0008908595,0.001541213,0.00005455885],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816766,0.0003505044,0.0154848,0.0001489699,0.00001573304,0.00005778324,0.00142642,0.0001582403,0.0006810839],"genre_scores_gemma":[0.9803852,0.0001708286,0.01720986,0.00007495539,0.00001398977,0.00007159836,0.001664748,0.00001561498,0.0003933211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008574104,"threshold_uncertainty_score":0.004534483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008234228639688488,"score_gpt":0.2724628702121383,"score_spread":0.2642286415724499,"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."}}