{"id":"W4367835029","doi":"10.1002/ppul.26433","title":"Lung biopsy in infants with severe bronchopulmonary dysplasia","year":2023,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Heart, Lung, and Blood Institute; National Institutes of Health; Children's Hospital of Philadelphia","keywords":"Medicine; Bronchopulmonary dysplasia; Lung biopsy; Biopsy; Lung; Gestational age; Cohort; Radiology; Population; Retrospective cohort study; Pediatrics; Surgery; Internal medicine; Pregnancy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004561438,0.0002146249,0.0004278041,0.001326239,0.0000762593,0.000009289974,0.0002191516,0.000286746,0.0002078733],"category_scores_gemma":[0.0003711589,0.0001822046,0.00004447503,0.002671753,0.00009743489,0.0001170947,0.0001711642,0.0007720297,0.001056879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350891,"about_ca_system_score_gemma":0.0007892423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853226,"about_ca_topic_score_gemma":0.00004900859,"domain_scores_codex":[0.9974591,0.0001161422,0.0004082057,0.0005547396,0.000448411,0.001013442],"domain_scores_gemma":[0.9986719,0.0003232262,0.0000867102,0.0004764882,0.00008890936,0.000352772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001303886,0.0001115728,0.965326,0.0006310917,0.00001811502,0.00737091,0.00007718497,0.00002361894,0.0001967334,0.00005499422,0.002076958,0.02280889],"study_design_scores_gemma":[0.002411045,0.0005159356,0.9831414,0.00003129963,0.00003782623,0.001369769,0.00007053443,0.0009349536,0.00002440884,0.0001226639,0.01111103,0.0002291529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906395,0.0029241,0.00000947561,0.00221491,0.0002084522,0.0007311507,0.00001583246,0.0002369907,0.003019595],"genre_scores_gemma":[0.994715,0.002092092,0.000251729,0.0004627055,0.0005162775,0.0001731935,0.00005265898,0.00005948123,0.001676837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02257974,"threshold_uncertainty_score":0.9997209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331726899437336,"score_gpt":0.3321024014520936,"score_spread":0.3087851324577202,"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."}}