{"id":"W2022550142","doi":"10.1371/journal.pmed.0040023","title":"Prediction of Graft-Versus-Host Disease in Humans by Donor Gene-Expression Profiling","year":2007,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Jewish General Hospital; Institute for Research in Immunology and Cancer; Toronto General Hospital; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"Canada Research Chairs; Dana Foundation","keywords":"Gene expression profiling; Graft-versus-host disease; Gene expression; Transplantation; Immunology; CD8; Biology; Gene; Hematopoietic stem cell transplantation; Hematopoietic cell; Disease; Haematopoiesis; Medicine; Immune system; Stem cell; Genetics; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004922624,0.0002472972,0.0003276521,0.0004367866,0.0001129789,0.0003083448,0.0001212504,0.0002831913,0.0009219096],"category_scores_gemma":[0.0009339413,0.0001148362,0.0001847814,0.0002440648,0.0002370939,0.0001430634,0.0001399148,0.0002715098,0.0002965076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453374,"about_ca_system_score_gemma":0.0001132994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000253166,"about_ca_topic_score_gemma":0.0003252407,"domain_scores_codex":[0.9997599,0.00008554693,0.00001111565,0.00009324083,0.00003076422,0.00001950756],"domain_scores_gemma":[0.9996409,0.0002114079,0.00007289483,0.00002443271,0.00001685778,0.00003342771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001501925,0.0002030481,0.7633746,0.000117922,0.0002047874,0.0002975839,0.0001103292,0.007536348,0.1343117,0.0004346348,0.001121838,0.09078529],"study_design_scores_gemma":[0.00004874099,0.0008730674,0.905724,0.00003611713,0.0001668802,0.002215897,0.0001402572,0.04843291,0.0355631,0.003738674,0.003022437,0.00003803874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824976,0.0006888969,0.01541067,0.0001200459,0.000009662062,0.00001715479,0.0007079138,0.00006121369,0.0004868507],"genre_scores_gemma":[0.9930261,0.0002891782,0.005625173,0.00006092749,0.00001217568,0.00002402472,0.0006830515,0.0000149612,0.0002643618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009219096,"threshold_uncertainty_score":0.003084064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023902807154861,"score_gpt":0.2886426172044172,"score_spread":0.2484035891328686,"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."}}