{"id":"W2381698870","doi":"10.1113/ep085735","title":"A proportional assist ventilator to unload respiratory muscles experimentally during exercise in humans","year":2016,"lang":"en","type":"article","venue":"Experimental Physiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Physical medicine and rehabilitation; Ventilation (architecture); Simulation; Medicine; Breathing; Physical therapy; Biomedical engineering; Computer science; Mechanical engineering; Engineering; Anesthesia","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":[0.0000974584,0.0002634663,0.0004298189,0.000230892,0.0000976376,0.000009422177,0.0001457602,0.0001271064,0.001638335],"category_scores_gemma":[0.00001400806,0.0001962911,0.0001437974,0.0001380111,0.0001303313,0.0001515625,0.0001487403,0.0001040791,0.0003641149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969773,"about_ca_system_score_gemma":0.0001151852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001122402,"about_ca_topic_score_gemma":0.000004122584,"domain_scores_codex":[0.9981592,0.0000441238,0.0004555156,0.0006062551,0.0002644104,0.0004704949],"domain_scores_gemma":[0.9991914,0.00001120888,0.00009331496,0.0003905777,0.00003494553,0.0002785783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009616808,0.0006540958,0.004162937,0.00002481204,0.00002079633,0.0001108104,0.0005264883,5.254497e-7,0.9924051,0.0003250631,0.0003012442,0.0005065136],"study_design_scores_gemma":[0.002088786,0.0004577873,0.2633274,0.0001843911,0.000005884922,0.000007225011,0.0005237565,3.240284e-7,0.7305062,0.00007676405,0.002624258,0.000197231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976301,0.0005021428,0.000009848871,0.0001122368,0.0003323225,0.0007226867,0.00000913019,0.00008712193,0.0005944446],"genre_scores_gemma":[0.9976381,0.0000048582,0.0002575962,0.0006153618,0.0002067285,0.0004685376,0.00001201814,0.00004420563,0.0007525636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2618988,"threshold_uncertainty_score":0.9992743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288913170329063,"score_gpt":0.3090302098619329,"score_spread":0.2861410781586423,"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."}}