{"id":"W4391880371","doi":"10.3389/ti.2024.12355","title":"Virtual Physical Prehabilitation in Lung Transplant Candidates: A Proof-of-Concept Study","year":2024,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada; McGill University Health Centre; McGill University; Centre Hospitalier de l’Université de Montréal; Montreal Children's Hospital; Canadian Lung Association; Translational Research in Oncology","funders":"Université de Montréal; Canadian Donation and Transplantation Research Program","keywords":"Prehabilitation; Medicine; Physical therapy; Quality of life (healthcare); Test (biology); Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002877489,0.0001933239,0.000348758,0.0003319278,0.00002209439,0.0000258454,0.0001407123,0.00006362291,0.0001504893],"category_scores_gemma":[0.00001462547,0.0001563582,0.0001629887,0.0002392024,0.00007119786,0.0001972296,0.000004412625,0.0002661787,0.000007023691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008457879,"about_ca_system_score_gemma":0.0001309474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471587,"about_ca_topic_score_gemma":0.0001448077,"domain_scores_codex":[0.9983563,0.00009794009,0.0004840731,0.000365294,0.0005141721,0.0001822015],"domain_scores_gemma":[0.9992633,0.0004396021,0.00003812572,0.0001294924,0.00005817531,0.00007127073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004367877,0.00469315,0.7357101,0.001830294,0.001414662,0.001598023,0.1873103,0.001789339,0.01302272,0.01915731,0.0001065718,0.02899961],"study_design_scores_gemma":[0.01222417,0.003705658,0.8225595,0.005249493,0.001446329,0.000522737,0.003109525,0.09941658,0.04919335,0.00125697,0.0004479582,0.0008676958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977715,0.0001928244,0.01861668,0.0006651517,0.0006256695,0.0008700858,0.0004913463,0.00008364021,0.0007395742],"genre_scores_gemma":[0.9982149,0.00002045196,0.0008560265,0.00004182951,0.0001763098,0.00008851672,0.0003325437,0.00002386339,0.000245585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1842007,"threshold_uncertainty_score":0.6376103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884876824668993,"score_gpt":0.3477444030852759,"score_spread":0.328895634838586,"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."}}