{"id":"W4281705788","doi":"10.1002/ppul.26035","title":"Changes in respiratory management and the impact on bronchopulmonary dysplasia","year":2022,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bronchopulmonary dysplasia; Medicine; Mechanical ventilation; Incidence (geometry); Pediatrics; Intensive care medicine; Gestational age; Psychological intervention; Continuous positive airway pressure; Respiratory care; Clinical trial; Surfactant therapy; Ventilation (architecture); Cohort; Anesthesia; Internal medicine; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294319,0.0001739185,0.0003466637,0.0007936715,0.0002182396,0.000008412728,0.0002347589,0.00007622072,0.0003471837],"category_scores_gemma":[0.0001190706,0.0001181208,0.00005594009,0.0007217436,0.0001536048,0.00002801436,0.0004570011,0.0009219905,0.00005170909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000421663,"about_ca_system_score_gemma":0.0001780938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260751,"about_ca_topic_score_gemma":0.00002465394,"domain_scores_codex":[0.9977607,0.0005298303,0.0002754591,0.0004218647,0.0004365722,0.0005755661],"domain_scores_gemma":[0.9988213,0.0004547387,0.00008742586,0.0004427537,0.0000221494,0.0001716185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02458821,0.00105179,0.6641856,0.0009582238,0.0001376348,0.007920457,0.0005654886,0.0002619862,0.0001011235,0.00485559,0.009885252,0.2854887],"study_design_scores_gemma":[0.007686725,0.002723974,0.8995893,0.000008217568,0.00006034725,0.0002321979,0.0003225789,0.0003909027,0.00001316161,0.001025035,0.08774863,0.0001988984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734612,0.01463091,0.000001439022,0.006125393,0.0001703793,0.0013516,0.00001570259,0.00004211923,0.004201299],"genre_scores_gemma":[0.9917266,0.002713521,0.00001790165,0.003732214,0.000300687,0.0007584305,0.000007281435,0.00002960947,0.0007137382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2852898,"threshold_uncertainty_score":0.4816825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903065086849654,"score_gpt":0.3418878416772524,"score_spread":0.3128571908087559,"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."}}