{"id":"W4389489734","doi":"10.1182/hematology.2023000425","title":"Planning GvHD preemptive therapy: risk factors, biomarkers, and prognostic scores","year":2023,"lang":"en","type":"article","venue":"Hematology","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Graft-versus-host disease; Hematopoietic cell; Hematopoietic stem cell transplantation; Biomarker; Intensive care medicine; Disease; Clinical trial; Oncology; Transplantation; Immunology; Internal medicine; Haematopoiesis; Stem cell","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":[0.0001690854,0.0001595099,0.0003419631,0.0001996385,0.00008763633,0.00001059407,0.00004742451,0.0001446221,0.0001185424],"category_scores_gemma":[0.0002117853,0.0001256102,0.00004485639,0.0002535402,0.0001249666,0.00004000716,0.00002012475,0.0001371397,0.00008503264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001196143,"about_ca_system_score_gemma":0.00004445276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003806995,"about_ca_topic_score_gemma":0.000003283996,"domain_scores_codex":[0.9989427,0.00009143417,0.000228981,0.0002971233,0.0001456033,0.0002941868],"domain_scores_gemma":[0.9988487,0.0007217841,0.0001125459,0.0001697465,0.00003580811,0.0001114447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001302464,0.00003405145,0.9935042,0.0002358099,0.0001710998,0.0002999079,0.002935163,0.000001620678,0.0006330196,0.0004300276,0.0007351675,0.0008896329],"study_design_scores_gemma":[0.001477557,0.0002334642,0.9850708,0.0001815776,0.0001015415,0.0005953321,0.0009817949,0.0002940973,0.01024854,0.0004417854,0.0002307795,0.0001427331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963211,0.001072,0.0003162723,0.0002106351,0.0001495985,0.0005709688,0.00001916084,0.0002745518,0.001065647],"genre_scores_gemma":[0.9988216,0.0004136342,0.0004324473,0.00004715497,0.0000231812,0.00004521293,0.0001013838,0.00002798868,0.00008737611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009615522,"threshold_uncertainty_score":0.5122235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04071645125391235,"score_gpt":0.3058835407236412,"score_spread":0.2651670894697289,"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."}}