{"id":"W4405941478","doi":"10.1016/j.resplu.2024.100860","title":"Respiratory metrics of neonatal positive pressure ventilation on different ventilatory rates: A simulation study","year":2024,"lang":"en","type":"article","venue":"Resuscitation Plus","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital","funders":"","keywords":"Ventilation (architecture); Positive pressure ventilation; Respiratory system; Medicine; Anesthesia; Intensive care medicine; Internal medicine; Engineering; Mechanical engineering","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":[0.0008710648,0.0004485712,0.0003338671,0.0002998713,0.0001336881,0.0003507436,0.0005207339,0.0005459053,0.0009409133],"category_scores_gemma":[0.002739441,0.0001693957,0.0005194482,0.0001620508,0.0002907421,0.0002521673,0.0005552973,0.0003394888,0.0001343407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003532047,"about_ca_system_score_gemma":0.0003845801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001862334,"about_ca_topic_score_gemma":0.001353105,"domain_scores_codex":[0.9995259,0.0002243975,0.00003287704,0.00008476168,0.00007111022,0.0000609641],"domain_scores_gemma":[0.9984365,0.0009590758,0.0002048197,0.0001112219,0.0001367602,0.0001516494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01137668,0.01700394,0.5171641,0.0007567948,0.0005477032,0.001189208,0.00282205,0.2945285,0.09368805,0.0007606623,0.0008618521,0.05930028],"study_design_scores_gemma":[0.0005358346,0.04796264,0.4474191,0.00009962313,0.0002886275,0.0008879618,0.001468319,0.4627409,0.0363307,0.0005486269,0.001562775,0.0001549043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989998,0.00001253033,0.0007636594,0.000006037196,0.000001404384,0.00002122699,0.00005627755,0.000005707421,0.0001333614],"genre_scores_gemma":[0.9981786,0.00003282658,0.001438443,0.000006382103,0.000002219107,0.0000694377,0.0001429751,0.000002005821,0.0001270839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001862334,"threshold_uncertainty_score":0.004606664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07160625569774458,"score_gpt":0.4204369472609722,"score_spread":0.3488306915632276,"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."}}