{"id":"W2079000107","doi":"10.1097/tp.0b013e3181ea3955","title":"An International Survey of Cytomegalovirus Management Practices in Lung Transplantation","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Valganciclovir; Medicine; Bronchoalveolar lavage; Lung transplantation; Immunosuppression; Ganciclovir; Transplantation; Cytomegalovirus; Internal medicine; Viremia; Population; Immunology; Human cytomegalovirus; Lung; Antibody; Virus; Viral disease; Herpesviridae","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":[0.0008673774,0.0001160689,0.0001894723,0.0004557424,0.00003311281,0.00003113845,0.0001612028,0.0001029502,0.0003567112],"category_scores_gemma":[0.00002941132,0.0001129848,0.00003961761,0.0003460607,0.00005051386,0.0005360174,0.000003897692,0.0003115393,0.00002174707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003516941,"about_ca_system_score_gemma":0.00006699685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003758425,"about_ca_topic_score_gemma":0.01129675,"domain_scores_codex":[0.9986132,0.00009534454,0.0003779372,0.0002678269,0.0004599156,0.0001857407],"domain_scores_gemma":[0.9992598,0.0001223522,0.0001693453,0.0002147223,0.0001440866,0.00008973717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005953314,0.0006456032,0.8284013,0.0009580684,0.0001033514,0.0002879043,0.00170286,0.00007421544,0.147785,0.00116331,0.00001713347,0.01290794],"study_design_scores_gemma":[0.002861761,0.0001061962,0.979344,0.0000705401,0.00008079137,0.0000667455,0.00005094227,0.002282075,0.01483606,0.00002536223,0.0001688823,0.0001066345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990169,0.00001765032,0.0007797867,0.0001097727,0.0001950983,0.0004503515,0.0001632688,0.0000304391,0.008084623],"genre_scores_gemma":[0.9956222,0.001681865,0.001415279,0.00004885194,0.00004751841,0.00002883759,0.001060376,0.00001812381,0.00007692491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1509427,"threshold_uncertainty_score":0.630385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397213277738492,"score_gpt":0.3843533470226867,"score_spread":0.3403812142453018,"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."}}