{"id":"W4405005321","doi":"10.1183/16000617.0150-2024","title":"Respiratory muscle dysfunction in acute and chronic respiratory failure: how to diagnose and how to treat?","year":2024,"lang":"en","type":"review","venue":"European Respiratory Review","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Intensive care medicine; Respiratory system; Respiratory failure; Psychological intervention; Acute respiratory failure; Mechanical ventilation; Surgery; Internal medicine","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":[0.001376288,0.0009259154,0.00193066,0.002112869,0.0003384618,0.001469593,0.001158412,0.00192968,0.003631041],"category_scores_gemma":[0.003008656,0.0002715642,0.001168636,0.001354416,0.0006611919,0.001987601,0.0007949046,0.002043838,0.001706886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006136564,"about_ca_system_score_gemma":0.002057171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536175,"about_ca_topic_score_gemma":0.002691059,"domain_scores_codex":[0.9994299,0.0001508576,0.0001381061,0.00007934858,0.0001584719,0.00004339799],"domain_scores_gemma":[0.9988362,0.000755555,0.0001352573,0.00002501175,0.0002083916,0.00003959833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008239817,0.00005490624,0.0002364401,0.05766465,0.0002188376,0.0001725473,0.0000963312,0.0002495212,0.0005732728,0.003056383,0.02512886,0.9124659],"study_design_scores_gemma":[0.00005545131,0.0002255529,0.002464624,0.0778643,0.0007523868,0.002722254,0.0003169283,0.0001992805,0.0004054756,0.00581872,0.9091237,0.00005142611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000418039,0.9989187,0.00007481425,0.0004997699,0.0001812313,0.000003925931,0.00001078005,0.000003300213,0.0002656468],"genre_scores_gemma":[0.0005075107,0.9986229,0.0002053724,0.0003073429,0.000187755,0.000006622969,0.00001998859,0.000001157267,0.000141396],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003631041,"threshold_uncertainty_score":0.01214707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06810464355013018,"score_gpt":0.3337004471210601,"score_spread":0.2655958035709299,"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."}}