{"id":"W4385666642","doi":"10.1097/aln.0000000000004729","title":"Diaphragm Dysfunction Predicts Weaning Outcome after Bilateral Lung Transplant","year":2023,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Spontaneous breathing trial; Diaphragm (acoustics); Mechanical ventilation; Lung; Weaning; Expiration; Anesthesia; Breathing; Respiratory system; Diaphragmatic breathing; Cardiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.000326569,0.000176284,0.0003814126,0.0002172957,0.00007117371,0.000009191403,0.000063976,0.0001859241,0.0002196673],"category_scores_gemma":[0.00002922346,0.0001312439,0.0001348127,0.0002380747,0.00006140493,0.00007223343,0.000008352736,0.0001939032,0.0002406075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002175959,"about_ca_system_score_gemma":0.00002890012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003745491,"about_ca_topic_score_gemma":0.00001210686,"domain_scores_codex":[0.9987166,0.0001247625,0.000341468,0.0003048574,0.000141559,0.0003707882],"domain_scores_gemma":[0.9993684,0.0002320611,0.00004768007,0.0002098438,0.00002846618,0.0001135107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005227134,0.00002056367,0.9931105,0.0001754196,0.00004086196,0.001365109,0.0008917873,0.00001667614,0.00193584,0.0001275455,0.0001550613,0.001637914],"study_design_scores_gemma":[0.001020521,0.0002359634,0.9954711,0.00006045817,0.0001808716,0.0005563088,0.0000550187,0.0003069773,0.0003619914,0.0001488959,0.001462507,0.0001394003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971396,0.0001456697,0.000548295,0.0008589665,0.0004581437,0.0002430274,0.00001118715,0.0003561114,0.0002389755],"genre_scores_gemma":[0.9954834,0.0001511387,0.001104965,0.001646068,0.0002221011,0.00006311046,0.0001471911,0.0000308427,0.001151169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002360577,"threshold_uncertainty_score":0.5351972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285323852686897,"score_gpt":0.3082315024795362,"score_spread":0.2796991172108466,"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."}}