{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006350786,0.000246254,0.0003158459,0.000304359,0.0002354346,0.0003981447,0.0001737185,0.0003343819,0.00184053],"category_scores_gemma":[0.002899475,0.000103563,0.0002078744,0.0002223379,0.0002912412,0.0002787428,0.0004589532,0.0004401684,0.0001485664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002133079,"about_ca_system_score_gemma":0.0001888495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004356949,"about_ca_topic_score_gemma":0.0005282022,"domain_scores_codex":[0.9998071,0.00005281883,0.00003071411,0.00003168258,0.00003578164,0.00004195623],"domain_scores_gemma":[0.9971981,0.0007233736,0.001252186,0.00007215577,0.0001135338,0.0006406049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002191629,0.00002861982,0.9986405,0.000004383248,0.00001171713,0.0000623728,0.00001225333,0.00003607982,0.0002385245,0.000004325478,0.00001725108,0.0007248283],"study_design_scores_gemma":[0.000009742424,0.0002273344,0.9988601,0.00000514003,0.00001012397,0.0004235322,0.00003967458,0.000296709,0.00009024404,0.0000133718,0.00002234596,0.000001676073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999778,0.00009325016,0.00002173125,0.00001611686,0.000001710696,0.000001493192,0.00001820908,8.73639e-7,0.00006879627],"genre_scores_gemma":[0.9999024,0.00001690537,0.00001435487,0.000006349164,0.000004003684,0.000001160844,0.0000402377,3.320049e-7,0.00001413986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00184053,"threshold_uncertainty_score":0.006157219,"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."}}