{"id":"W2274226777","doi":"10.1155/2003/848717","title":"Noninvasive Investigations for the Early Detection of Chronic Airways Dysfunction Following Lung Transplantation","year":2003,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Lung Association; Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"","keywords":"Medicine; Bronchiolitis obliterans; Lung transplantation; Spirometry; Lung; Perfusion; Transplantation; Internal medicine; Cardiology; Bronchiolitis; Radiology; Nuclear medicine; Respiratory system; Asthma","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":[0.0006711142,0.0001087601,0.0001660096,0.0002697026,0.0005292434,0.00003459165,0.00005779509,0.00009326833,0.0000422271],"category_scores_gemma":[0.0001836131,0.00008485922,0.000203552,0.000230845,0.00005151345,0.0001628515,6.147969e-7,0.0002526371,0.000002297965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003725971,"about_ca_system_score_gemma":0.001601836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009409672,"about_ca_topic_score_gemma":0.0233053,"domain_scores_codex":[0.9990063,0.0001258866,0.0003330447,0.0001195337,0.0001801873,0.0002350309],"domain_scores_gemma":[0.9990228,0.0002470395,0.0001357289,0.0001226853,0.0001622105,0.000309532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007500281,0.0001260936,0.4067628,0.001794785,0.002203612,0.0009214217,0.01116917,0.004052849,0.4013617,0.01214411,0.001300077,0.1574133],"study_design_scores_gemma":[0.0128457,0.002347494,0.5827682,0.0009932881,0.003865016,0.002440433,0.001646281,0.001006402,0.3311906,0.001790427,0.05842366,0.0006825289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7919149,0.00198984,0.2033589,0.0003731434,0.001222616,0.000643207,0.00003299291,0.00001630482,0.0004480938],"genre_scores_gemma":[0.9974322,0.00007969973,0.001553358,0.0005487138,0.0002542158,0.00003285193,0.000005821951,0.0000210161,0.0000721557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2055173,"threshold_uncertainty_score":0.9945168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03162388789584292,"score_gpt":0.284661470972993,"score_spread":0.2530375830771501,"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."}}