{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00275815,0.0007147436,0.0005144827,0.0004621917,0.0002404431,0.0006794685,0.0008436385,0.001353561,0.001767549],"category_scores_gemma":[0.003223832,0.0002368468,0.0002636837,0.0002830437,0.0009187336,0.001192381,0.0006534144,0.0007238736,0.0004943501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001800859,"about_ca_system_score_gemma":0.0005401995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005696776,"about_ca_topic_score_gemma":0.0005519281,"domain_scores_codex":[0.9990197,0.000443349,0.00007877717,0.0001627383,0.0002071581,0.0000883581],"domain_scores_gemma":[0.9985863,0.000739125,0.0001106978,0.0001376366,0.0002465832,0.0001797779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02065202,0.003125542,0.4003503,0.001474386,0.0002540472,0.002935034,0.0008642251,0.0009446981,0.425243,0.0004329097,0.0006603852,0.1430635],"study_design_scores_gemma":[0.001599375,0.07155309,0.8256236,0.0003110725,0.0005888618,0.007844104,0.001077616,0.01078017,0.07509535,0.00163369,0.003750835,0.0001421055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613613,0.008490874,0.02487602,0.0006690316,0.0001528574,0.0009424346,0.0004613799,0.00009573035,0.002950312],"genre_scores_gemma":[0.9815063,0.002059966,0.01463163,0.0003436487,0.0004075812,0.0004562302,0.0002376896,0.00001949237,0.000337428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00275815,"threshold_uncertainty_score":0.01458663,"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."}}