{"id":"W6920594397","doi":"10.60692/e2dw3-pmw59","title":"Flow starvation during square-flow assisted ventilation detected by supervised deep learning techniques","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; University of Toronto","funders":"","keywords":"Airway; Mechanical ventilation; Ventilation (architecture); Artificial neural network; Positive airway pressure; Deep learning; Artificial ventilation; Convolutional neural network","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":[0.0008969115,0.0004407779,0.0004491437,0.0007782195,0.0001079505,0.0003694698,0.0004183853,0.0004334232,0.0003383565],"category_scores_gemma":[0.002421541,0.0001419107,0.0004362204,0.0003376896,0.0001705715,0.0002798367,0.0003204589,0.0002501245,0.0001059084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414086,"about_ca_system_score_gemma":0.0002787508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510083,"about_ca_topic_score_gemma":0.002113916,"domain_scores_codex":[0.9996307,0.000111466,0.00003880066,0.0001043729,0.00005800345,0.00005651867],"domain_scores_gemma":[0.9990042,0.0004626474,0.000210273,0.00007329712,0.0001867781,0.00006280308],"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":[0.002573885,0.001011308,0.5357112,0.0002247128,0.0005559184,0.0009904701,0.0002526685,0.1466896,0.02869311,0.0002974775,0.001939988,0.2810597],"study_design_scores_gemma":[0.00001544315,0.0002877415,0.08541977,0.00001361803,0.00005535089,0.0002076485,0.00004446094,0.9098518,0.003690697,0.000264651,0.0001331739,0.00001565466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782352,0.0001795057,0.02093292,0.00005004146,0.00001240923,0.00002557838,0.0002116551,0.0001324921,0.0002201199],"genre_scores_gemma":[0.9968966,0.0000291544,0.002688541,0.0000114732,0.00000730721,0.00001052719,0.0002458112,0.000003142273,0.0001074136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002510083,"threshold_uncertainty_score":0.004990935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060098365742825,"score_gpt":0.2359717752121078,"score_spread":0.2153707915546795,"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."}}