{"id":"W4292822754","doi":"10.1002/ppul.26124","title":"Lung recruitment in neonatal high‐frequency oscillatory ventilation with volume‐guarantee","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":"Hospital for Sick Children","funders":"","keywords":"Medicine; Interquartile range; Mean airway pressure; High-frequency ventilation; Lung volumes; Lung; Tidal volume; Continuous positive airway pressure; Gestational age; Mechanical ventilation; Oxygenation; Anesthesia; Neonatology; Ventilation (architecture); Respiratory failure; Respiratory system; 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":[0.0006864527,0.0001860299,0.0003715405,0.0008484069,0.0002014051,0.00000797441,0.0002167748,0.0001163335,0.00096336],"category_scores_gemma":[0.0001243435,0.000181386,0.000054334,0.001067613,0.00007630627,0.0001047347,0.0001983309,0.0009463309,0.0001000008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118193,"about_ca_system_score_gemma":0.001075075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003753887,"about_ca_topic_score_gemma":0.00008047553,"domain_scores_codex":[0.9973461,0.0002678839,0.0004611977,0.0005511579,0.0006812368,0.0006924157],"domain_scores_gemma":[0.9990513,0.0001158857,0.0001511462,0.0004337992,0.00008633621,0.0001614901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002687417,0.0003083098,0.9375868,0.0003655693,0.00003646914,0.003252551,0.0003723728,0.0002562237,0.0003354751,0.0007414315,0.0008168915,0.05324052],"study_design_scores_gemma":[0.006475115,0.003356951,0.8812465,0.00001970841,0.0001324126,0.0008721183,0.0003089532,0.001387133,0.0001098845,0.0006391383,0.1049487,0.0005034066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833975,0.01264542,0.00008922346,0.001398,0.0004156953,0.001591309,0.00003210377,0.00007826233,0.000352478],"genre_scores_gemma":[0.9966285,0.00062592,0.0003339959,0.0004456062,0.0003135758,0.000872116,0.00007264712,0.00004185879,0.0006658449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041318,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03643408216476948,"score_gpt":0.3254085453722331,"score_spread":0.2889744632074636,"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."}}