{"id":"W4396616799","doi":"10.3390/curroncol31050190","title":"Optimizing Access to Unrelated Donors in Canada: Re-Examining the Importance of Donor Factors on Outcomes Following Hematopoietic Cell Transplantation","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta; University of Toronto; Dalhousie University; University of British Columbia; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Medicine; Serostatus; Human leukocyte antigen; Context (archaeology); Hematopoietic cell; ABO blood group system; Transplantation; Hematopoietic stem cell transplantation; Disease; Immunology; Intensive care medicine; Haematopoiesis; Internal medicine; Stem cell; Antigen; Human immunodeficiency virus (HIV); Biology; Viral load","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002557685,0.0001953159,0.0004578978,0.001619135,0.001525579,0.00243735,0.001154783,0.00055872,0.002869597],"category_scores_gemma":[0.01206382,0.0001153565,0.0004237852,0.004287575,0.0007973667,0.0009424068,0.001071595,0.001386966,0.0001916002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02926253,"about_ca_system_score_gemma":0.09025703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9246382,"about_ca_topic_score_gemma":0.9683194,"domain_scores_codex":[0.9981226,0.0002963869,0.00018385,0.0001159666,0.0008954072,0.0003858322],"domain_scores_gemma":[0.9907733,0.001594349,0.001155244,0.0001202861,0.004684517,0.001672295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003444481,0.00009838838,0.2581762,0.004083154,0.0002248188,0.0008397126,0.002248086,0.000778553,0.0002902465,0.005729682,0.05782631,0.6693605],"study_design_scores_gemma":[0.000076361,0.0001921558,0.6898249,0.02229396,0.0007835259,0.002033154,0.01092313,0.001137173,0.0005897568,0.004401409,0.2675771,0.0001673234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1524585,0.7045575,0.001300134,0.1015502,0.001589483,0.0001278347,0.00350572,0.00004542124,0.03486523],"genre_scores_gemma":[0.4812025,0.5031718,0.002114701,0.008823892,0.0005963516,0.00005017227,0.001803336,0.00004483717,0.002192292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07536179,"threshold_uncertainty_score":0.2123155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09816162242086568,"score_gpt":0.3758472953288245,"score_spread":0.2776856729079589,"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."}}