{"id":"W1935388689","doi":"10.1183/09031936.00010615","title":"Linking clinical phenotypes of chronic lung allograft dysfunction to changes in lung structure","year":2015,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Vlaamse regering; Fonds Wetenschappelijk Onderzoek; KU Leuven; International Society for Heart and Lung Transplantation","keywords":"Bronchiolitis obliterans; Lung; Pathology; Lung transplantation; Histopathology; Connective tissue; Medicine; Bronchiolitis; Air space; Interstitial space; Transplantation; Lung volumes; Anatomy; Respiratory system; Internal medicine","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":[0.002654457,0.000141429,0.0003467295,0.0002770454,0.00005266055,0.00002740169,0.0001312634,0.0000675605,0.00008313669],"category_scores_gemma":[0.0002476022,0.0001103886,0.00009556377,0.0002243393,0.00004428747,0.00008261544,0.00003075776,0.0006181825,0.00001047039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200696,"about_ca_system_score_gemma":0.0002148243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002442908,"about_ca_topic_score_gemma":0.00007323149,"domain_scores_codex":[0.9977941,0.0008322524,0.0006160383,0.0002004766,0.000332468,0.0002246559],"domain_scores_gemma":[0.9990332,0.00007958549,0.0002193415,0.0001875648,0.0001700944,0.0003102745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008107349,0.0000878943,0.889801,0.0002097285,0.0001070384,0.0006407537,0.001442573,0.0004070525,0.01206045,0.00006203525,0.001479768,0.09289095],"study_design_scores_gemma":[0.004361765,0.001138599,0.9505319,0.000734835,0.0001611975,0.0002084788,0.0001889542,0.0001835831,0.001259694,0.00003223946,0.04100835,0.0001903961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868544,0.00266828,0.007092768,0.0005098552,0.001247328,0.0002212512,0.00000614885,0.00003269217,0.001367231],"genre_scores_gemma":[0.9889414,0.0001019214,0.006493011,0.001776798,0.002532436,8.635865e-7,0.000004951424,0.00004340075,0.0001052359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09270056,"threshold_uncertainty_score":0.4501518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07408947787380465,"score_gpt":0.376602972114986,"score_spread":0.3025134942411813,"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."}}