{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408705,0.0004067262,0.0004024609,0.0002489124,0.0002498919,0.0004690813,0.0005686065,0.0006299323,0.001146735],"category_scores_gemma":[0.002129829,0.0002395112,0.0003599751,0.0001003941,0.0009979849,0.0006415371,0.0007129927,0.0006393166,0.0003124567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135595,"about_ca_system_score_gemma":0.0002929812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001190988,"about_ca_topic_score_gemma":0.0001616578,"domain_scores_codex":[0.9993686,0.0002138225,0.00005937494,0.000139712,0.0001264055,0.0000921364],"domain_scores_gemma":[0.9995764,0.0001975734,0.00005260078,0.00007967812,0.00003577076,0.00005806233],"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":[0.005462554,0.008087526,0.0170669,0.001569519,0.000192986,0.0005589849,0.001119457,0.002534377,0.7257862,0.001987043,0.001689955,0.2339444],"study_design_scores_gemma":[0.003105773,0.3698019,0.1506371,0.0008354057,0.0006197126,0.006946352,0.001585266,0.0300817,0.3753913,0.006877304,0.05390299,0.0002152197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548185,0.002275373,0.03940364,0.0007414793,0.0003155512,0.000598823,0.0001346279,0.0001901077,0.001521936],"genre_scores_gemma":[0.9640883,0.001252305,0.03160512,0.0006281796,0.0002122687,0.0008562099,0.0001731061,0.00003507134,0.001149456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001408705,"threshold_uncertainty_score":0.007450044,"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."}}