{"id":"W4307034071","doi":"10.4187/respcare.10545","title":"A Window Into the Future: The Diagnostic and Prognostic Utility of Respiratory Muscle Ultrasound in Optimizing Mechanical Ventilation","year":2022,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Toronto Rehabilitation Institute; Muscular Dystrophy Canada; University Health Network","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Weaning; Intensive care medicine; Ventilator weaning; Respiratory system; Anesthesia; 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":[0.003352148,0.0006648682,0.001091423,0.0007816729,0.001464451,0.002810025,0.001367631,0.01767597,0.003171257],"category_scores_gemma":[0.0173505,0.0004525267,0.0007136294,0.0005332227,0.002852041,0.0064323,0.001091765,0.02173211,0.002005942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003173983,"about_ca_system_score_gemma":0.002281664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789981,"about_ca_topic_score_gemma":0.0048586,"domain_scores_codex":[0.9974457,0.001069897,0.0003385806,0.0002661532,0.0006320568,0.0002476351],"domain_scores_gemma":[0.9912,0.004724071,0.0005543039,0.0002537614,0.001754086,0.001513777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003699025,0.0002674177,0.01267985,0.0003633736,0.00004636567,0.03454811,0.0009715983,0.0004633161,0.00216945,0.01115276,0.8188514,0.1181165],"study_design_scores_gemma":[0.0003397639,0.0008109041,0.01270617,0.003344771,0.0001102767,0.1476148,0.004542975,0.004480829,0.001209482,0.0814489,0.7430175,0.0003736367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001994994,0.005809078,0.0004272795,0.9804335,0.008311598,0.00001127679,0.00001528251,0.00001692994,0.002980024],"genre_scores_gemma":[0.06577896,0.0187784,0.002306162,0.6207666,0.287479,0.00005741086,0.00004800857,0.00004307361,0.004742343],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01767597,"threshold_uncertainty_score":0.02302891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096746530798059,"score_gpt":0.2671916915241158,"score_spread":0.2462242262161352,"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."}}