{"id":"W4200546479","doi":"10.22541/au.163582116.68564250/v1","title":"Changes in Respiratory Management and the Impact on Bronchopulmonary Dysplasia","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bronchopulmonary dysplasia; Medicine; Mechanical ventilation; Incidence (geometry); Psychological intervention; Ventilation (architecture); Pediatrics; Clinical trial; Respiratory care; Intensive care medicine; Cohort; Retrospective cohort study; Gestational age; Internal medicine; Pregnancy; Nursing","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":[0.001966323,0.0001235776,0.0001939321,0.0003277392,0.0002479845,0.0006618731,0.0003590536,0.0004126899,0.001014234],"category_scores_gemma":[0.01131487,0.00006882703,0.0003171642,0.000375021,0.000295277,0.0003113784,0.0004984962,0.0005669662,0.0000990964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009760895,"about_ca_system_score_gemma":0.001309888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004389799,"about_ca_topic_score_gemma":0.006047677,"domain_scores_codex":[0.9981564,0.0007727897,0.0001947387,0.0002016277,0.0004642612,0.0002100874],"domain_scores_gemma":[0.9953993,0.0008626945,0.002786923,0.0001166771,0.0003334779,0.0005010884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003934702,0.00008919775,0.9866742,0.00007005206,0.0001057322,0.000127222,0.00009047567,0.0001245255,0.0002521806,0.00008536932,0.0002731042,0.01171444],"study_design_scores_gemma":[0.000008232544,0.0001830872,0.9989794,0.00005019567,0.00002614925,0.000164549,0.0000864692,0.00006975482,0.00008800487,0.00002715405,0.0003144475,0.000002591733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939381,0.003399864,0.0001325523,0.0009545995,0.00003850192,0.00001896656,0.000304576,0.000003994289,0.001208945],"genre_scores_gemma":[0.9987817,0.000582365,0.0001842381,0.0001224347,0.00003523536,0.000009998293,0.0001792607,0.000002008592,0.0001027139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004389799,"threshold_uncertainty_score":0.01039904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05765814645762424,"score_gpt":0.3933072824371072,"score_spread":0.335649135979483,"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."}}