{"id":"W2399125356","doi":"10.1186/2197-425x-3-s1-a1002","title":"MONITORING DIAPHRAGM ACTIVITY AND NEUROMECHANICAL EFFICIENCY DURING ACUTE RESPIRATORY FAILURE: FEASIBILITY AND PRELIMINARY FINDINGS","year":2015,"lang":"en","type":"article","venue":"Intensive Care Medicine Experimental","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Sunnybrook Health Science Centre; St. Michael's Hospital; University Health Network; University of Toronto; Health Sciences Centre","funders":"Physicians' Services Incorporated Foundation","keywords":"Diaphragm (acoustics); Medicine; Eccentric; Respiratory system; Mechanical ventilation; Cardiology; Acute respiratory failure; Internal medicine; Ventilation (architecture); Structural engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002300893,0.0003675296,0.0006177475,0.0001906615,0.0001583685,0.0000228205,0.0001011119,0.0001718335,0.00002721925],"category_scores_gemma":[0.0007233324,0.0003001032,0.00007554132,0.0001663755,0.00040125,0.0002151522,0.0002882605,0.0004356945,0.000005596587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003012119,"about_ca_system_score_gemma":0.0001169546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003217559,"about_ca_topic_score_gemma":0.000001298605,"domain_scores_codex":[0.9978627,0.00008150753,0.0003420832,0.0007456664,0.0005530556,0.0004149897],"domain_scores_gemma":[0.9979103,0.00006376807,0.00009304954,0.0003881806,0.0007693237,0.0007754223],"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":[0.001439972,0.00007196207,0.04757164,0.00008416601,0.00005462985,0.00106167,0.009593758,9.252892e-8,0.9388418,0.00001466349,0.0004781075,0.0007875472],"study_design_scores_gemma":[0.005622757,0.006695976,0.06121267,0.0003689724,0.000162162,0.0009539574,0.08296113,0.00001858155,0.8412914,0.00001115411,0.0003975745,0.0003036865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907829,0.006657845,0.00003899316,0.0006165773,0.000896609,0.0007569834,0.000007319675,0.000117154,0.0001256432],"genre_scores_gemma":[0.9983656,0.0000351811,0.0001201259,0.0008783066,0.0004392788,0.00004876983,0.000005703168,0.00004498147,0.00006206112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09755041,"threshold_uncertainty_score":0.9999451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05566443349117328,"score_gpt":0.3413410427604297,"score_spread":0.2856766092692564,"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."}}