{"id":"W4409340826","doi":"10.1097/mcc.0000000000001276","title":"Monitoring and preserving diaphragmatic function in mechanical ventilation","year":2025,"lang":"en","type":"review","venue":"Current Opinion in Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Mechanical ventilation; Diaphragm (acoustics); Weakness; Phrenic nerve; Intensive care medicine; Diaphragmatic breathing; Adverse effect; Rehabilitation; Muscle weakness; Physical medicine and rehabilitation; Physical therapy; Respiratory system; Anesthesia; Surgery; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002419512,0.0002694411,0.0009692966,0.000472718,0.00003809472,0.00003632289,0.00008425058,0.0002751498,0.00004176253],"category_scores_gemma":[0.0007142862,0.000247288,0.0001736409,0.0003801146,0.00002511928,0.0001075637,0.0001319216,0.0006998061,0.000007276632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000211308,"about_ca_system_score_gemma":0.0002583509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002140507,"about_ca_topic_score_gemma":0.000001003789,"domain_scores_codex":[0.9981465,0.000148835,0.0006857801,0.0004626107,0.0002781342,0.0002781705],"domain_scores_gemma":[0.9991508,0.0003046647,0.00006143916,0.000259886,0.00008593666,0.0001373056],"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":[0.00001669006,0.00005895244,0.000595354,0.2176446,0.000006349775,0.000006302084,0.00004918857,9.941017e-8,8.182872e-7,0.001257031,0.00003526002,0.7803293],"study_design_scores_gemma":[0.000599451,0.0001720228,0.0006373781,0.281511,0.0003893395,0.00001342457,0.0003679147,0.00002931185,0.000007185939,0.000608156,0.7153459,0.0003189123],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004502347,0.9916728,0.0003008666,0.00001731757,0.006922286,0.000876338,0.00001174281,0.00003364773,0.0001199898],"genre_scores_gemma":[0.001622909,0.9971823,0.0001192124,0.000005344272,0.0005789622,0.000309594,0.0001457921,0.0000260524,0.000009868966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7800104,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381635528612457,"score_gpt":0.4975169779873749,"score_spread":0.2593534251261292,"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."}}