{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001457603,0.0001284261,0.0004289632,0.0001256604,0.00006263481,0.0000113626,0.000180342,0.00009117636,0.00004039004],"category_scores_gemma":[0.00829694,0.0000914557,0.0001387335,0.0005732647,0.00007701694,0.0001111675,0.00003264392,0.0004734159,0.000001524324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001905111,"about_ca_system_score_gemma":0.0003464748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208931,"about_ca_topic_score_gemma":0.00001679084,"domain_scores_codex":[0.9980093,0.0001342013,0.00102145,0.0001660305,0.0004942291,0.0001748],"domain_scores_gemma":[0.9888571,0.009363363,0.0005875,0.0003129454,0.0007817044,0.00009739491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003920502,0.001477365,0.9947783,0.0001400343,0.00006809727,0.00002133769,0.001025522,0.0001256093,0.001067425,0.00002269464,0.0007271659,0.0001543667],"study_design_scores_gemma":[0.002509039,0.001192331,0.9916021,0.00005941272,0.001580059,0.0003459229,0.001095705,0.00008623649,0.0001791487,0.00122375,0.000058812,0.00006745751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937414,0.001507021,0.002185789,0.0002808296,0.0002482172,0.001769928,0.00009471003,0.00001013624,0.0001619601],"genre_scores_gemma":[0.9960417,0.001790026,0.001226249,0.00004823965,0.0006688057,0.00006733467,0.00001898085,0.00002200782,0.0001166949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009229163,"threshold_uncertainty_score":0.9932812,"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."}}