{"id":"W3179711382","doi":"10.1016/j.jpeds.2021.06.079","title":"Lung Ultrasound for Prediction of Bronchopulmonary Dysplasia in Extreme Preterm Neonates: A Prospective Diagnostic Cohort Study","year":2021,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Bronchopulmonary dysplasia; Gestational age; Prospective cohort study; Gestation; Receiver operating characteristic; Predictive value of tests; Cohort; Ultrasound; Lung; Obstetrics; Cohort study; Predictive value; Positive predicative value; Pediatrics; Pregnancy; Internal medicine; Radiology","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":[0.00144338,0.0008264572,0.0006341037,0.0009824787,0.001157142,0.001194883,0.001102684,0.00122307,0.001380401],"category_scores_gemma":[0.004288464,0.0009282062,0.001142683,0.0007878522,0.0006669578,0.0009470842,0.001234039,0.001593575,0.0003805498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004118053,"about_ca_system_score_gemma":0.0006169428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004302034,"about_ca_topic_score_gemma":0.003922795,"domain_scores_codex":[0.9988011,0.0003208669,0.0001005889,0.0004107469,0.0001716157,0.000195072],"domain_scores_gemma":[0.9972753,0.0006710804,0.0006632469,0.000599256,0.000286538,0.0005046286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003086349,0.0001241547,0.9981743,0.000004204077,0.0000976762,0.0002033195,0.0001083038,0.00002141714,0.0003770761,0.00002215145,0.00004888971,0.0005098486],"study_design_scores_gemma":[0.00003962464,0.0003317961,0.997248,0.000008154174,0.000117147,0.001095777,0.0005050686,0.0003764658,0.0001176409,0.00004452777,0.0001031098,0.0000126607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996164,0.00006549419,0.0000870275,0.00001701839,0.000005035994,0.000007997573,0.00009913539,0.000001761362,0.0001002433],"genre_scores_gemma":[0.9994051,0.00006456995,0.0001429074,0.00002052715,0.00001017909,0.00001388849,0.0002078807,0.000003586889,0.0001313848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004302034,"threshold_uncertainty_score":0.008553982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571996675916417,"score_gpt":0.3085601226319356,"score_spread":0.2728401558727714,"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."}}