{"id":"W3195762550","doi":"10.1002/ppul.25626","title":"In silico numerical simulation of ventilator settings during high‐frequency ventilation in preterm infants","year":2021,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Deutsches Zentrum für Lungenforschung; Bundesministerium für Wissenschaft und Forschung","keywords":"High-frequency ventilation; Medicine; Ventilation (architecture); Mechanical ventilation; Gestational age; Bronchopulmonary dysplasia; Respiratory physiology; Intensive care medicine; Artificial ventilation; Intermittent mandatory ventilation; Anesthesia; Lung; Pregnancy; Respiratory disease; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003409136,0.0004704915,0.000506387,0.0003519254,0.0005104506,0.0008505555,0.000857539,0.001660511,0.002439021],"category_scores_gemma":[0.002201253,0.0003307412,0.0006179891,0.0003309636,0.0007287282,0.0002976021,0.0006889487,0.0006560063,0.0001813385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005896096,"about_ca_system_score_gemma":0.000985456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01161471,"about_ca_topic_score_gemma":0.005104984,"domain_scores_codex":[0.9998288,0.00005582047,0.00001080779,0.000019868,0.00004266712,0.00004189777],"domain_scores_gemma":[0.9988079,0.0008695528,0.0001239479,0.00004492942,0.00009325107,0.00006048504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000647737,0.00005402011,0.003232205,0.000031757,0.00001416147,0.000196715,0.00005365169,0.9927648,0.00130363,0.0008246531,0.0001569601,0.001302747],"study_design_scores_gemma":[0.00001118633,0.00002029892,0.0006169812,0.000006138726,0.000004556739,0.0000255041,0.00002782072,0.9985394,0.0003763895,0.0002157332,0.0001513391,0.00000462458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191917,0.0003864199,0.0626827,0.0006594157,0.0001383111,0.0001259056,0.0007828619,0.000344616,0.01568812],"genre_scores_gemma":[0.989545,0.0001286657,0.008647987,0.00006984569,0.00001172289,0.0000824454,0.0001956909,0.00003507456,0.001283578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01161471,"threshold_uncertainty_score":0.02309424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186226694662216,"score_gpt":0.3416226607292202,"score_spread":0.3229999912629986,"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."}}