{"id":"W7133055140","doi":"","title":"Monitoring Inspiratory Effort during Synchronous and Dyssynchronous Mechanical Ventilation","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Breathing; Mechanical ventilation; Ventilation (architecture); Airway; Respiratory system; Respiratory physiology; Respiratory rate; Stress testing (software)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003788494,0.0004370467,0.0007374338,0.0007646512,0.0001528941,0.000901723,0.0006160006,0.0004697364,0.001034015],"category_scores_gemma":[0.008780624,0.0002099896,0.0004921542,0.000638382,0.0003109011,0.0004390972,0.000432951,0.0003665841,0.0001242207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002567216,"about_ca_system_score_gemma":0.0003698608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007191817,"about_ca_topic_score_gemma":0.001523974,"domain_scores_codex":[0.9981699,0.0008866225,0.000252985,0.0003450362,0.000269694,0.00007566754],"domain_scores_gemma":[0.9937876,0.003007724,0.002081668,0.0003546097,0.0005929217,0.0001755131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008797336,0.0002283913,0.8774607,0.003984296,0.002975966,0.0001528683,0.0003083157,0.002963478,0.008070896,0.0004268482,0.001546877,0.09308408],"study_design_scores_gemma":[0.000383199,0.002520627,0.9792824,0.0004652291,0.001286647,0.0003874093,0.0001266437,0.006138911,0.006001086,0.0006609169,0.002697537,0.00004935066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602994,0.01641721,0.01448969,0.0003128347,0.0001193465,0.0004604135,0.004280723,0.0001232846,0.003497064],"genre_scores_gemma":[0.9939204,0.001288972,0.003135807,0.0001281793,0.0000952277,0.0002784266,0.0009849115,0.00001091314,0.0001570001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003788494,"threshold_uncertainty_score":0.02003574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678818607200539,"score_gpt":0.3284656130020464,"score_spread":0.311677426930041,"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."}}