{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001927012,0.0001539847,0.0002069721,0.0004107867,0.0003229007,0.0007349096,0.0004382889,0.0005561212,0.0008135863],"category_scores_gemma":[0.01102865,0.00009210352,0.0003765693,0.0005157386,0.0003553529,0.0004019158,0.0005778135,0.0007871373,0.00009285408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268017,"about_ca_system_score_gemma":0.001351106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004560731,"about_ca_topic_score_gemma":0.005996716,"domain_scores_codex":[0.9976887,0.0009714346,0.0002732112,0.0002732932,0.0005435966,0.0002497952],"domain_scores_gemma":[0.9936655,0.001034331,0.004140369,0.0001196223,0.0004138318,0.0006264574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002432157,0.00008729893,0.9894956,0.00007198821,0.0001162271,0.0001278428,0.00007847943,0.0001343783,0.0001861988,0.00007199075,0.0002379582,0.009148907],"study_design_scores_gemma":[0.000008602816,0.000149269,0.9989807,0.00005366304,0.00003185922,0.0001928986,0.00008301133,0.00007495502,0.00006830363,0.00002654566,0.0003273289,0.000002847725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907292,0.006286026,0.000142414,0.001516815,0.00005191105,0.0000183733,0.0002773273,0.000004608058,0.0009732971],"genre_scores_gemma":[0.9985009,0.0009139261,0.0001541999,0.0001554702,0.00004936808,0.00001070164,0.0001483158,0.000001741466,0.00006539154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004560731,"threshold_uncertainty_score":0.01019114,"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."}}