{"id":"W4240706833","doi":"10.1016/j.athoracsur.2010.05.043","title":"Invited Commentary","year":2010,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Bronchiolitis obliterans; Medicine; Lung transplantation; Lung; Lymphatic system; Pathology; Immune system; Lymphangiogenesis; Transplantation; Immunology; Internal medicine; Cancer","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":[0.01124664,0.001617952,0.00320605,0.001622822,0.008626393,0.01117852,0.004442913,0.1165389,0.02002857],"category_scores_gemma":[0.08169989,0.00146788,0.002963305,0.001394757,0.004515086,0.005719187,0.005023568,0.07356388,0.01567277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01386085,"about_ca_system_score_gemma":0.0179326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0167482,"about_ca_topic_score_gemma":0.02991229,"domain_scores_codex":[0.9860761,0.003465624,0.001244874,0.00174069,0.004590407,0.002882374],"domain_scores_gemma":[0.9637709,0.01666881,0.002753482,0.0009946245,0.008228691,0.007583518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001475254,0.000006211927,0.0001186951,0.00002636633,0.000007877281,0.0002133038,0.000056433,0.00001154988,0.00001495649,0.0005154266,0.9976063,0.001408043],"study_design_scores_gemma":[0.0001116967,0.00003233627,0.0008464319,0.000567846,0.0000591052,0.0006481623,0.0005267402,0.000156584,0.0001207866,0.004003592,0.9928543,0.00007250207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001137256,0.000834297,0.00002622854,0.944536,0.05203834,0.00001333494,0.00004855488,0.00001543274,0.002374191],"genre_scores_gemma":[0.0007461102,0.0003323457,0.00003713931,0.9641974,0.02700908,0.00003315373,0.00001799435,0.00001396596,0.007612788],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1165389,"threshold_uncertainty_score":0.1005679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2023330519763238,"score_gpt":0.440882865220312,"score_spread":0.2385498132439882,"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."}}