{"id":"W2778572131","doi":"10.1111/trf.14458","title":"Unrelated donor choices for allogeneic hematopoietic cell transplantation in Canada: an evaluation of factors influencing donor selection","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Dalhousie University; Ottawa Hospital; University Health Network; Canadian Blood Services","funders":"","keywords":"Hematopoietic cell; Selection (genetic algorithm); Transplantation; Hematopoietic stem cell transplantation; Haematopoiesis; Immunology; Medicine; Stem cell; Biology; Internal medicine; Genetics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007476076,0.000218855,0.0003941747,0.000209063,0.0002147592,0.00002228092,0.0001395666,0.0001696261,0.00009146312],"category_scores_gemma":[0.00003887298,0.0002059835,0.00008386081,0.0001520317,0.00003459618,0.0003259397,0.000002876013,0.0001535569,0.000001226725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005227516,"about_ca_system_score_gemma":0.001290238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4863241,"about_ca_topic_score_gemma":0.8130583,"domain_scores_codex":[0.9979667,0.0001201445,0.0006167469,0.0003782994,0.0006411519,0.0002769356],"domain_scores_gemma":[0.998872,0.0001267356,0.0002620049,0.0003105938,0.0003052898,0.000123319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000725089,0.0001775583,0.5598476,0.00171431,0.00003947699,0.000005753204,0.005367951,0.002300823,0.4268731,0.00002548746,0.000002892874,0.002919975],"study_design_scores_gemma":[0.004702355,0.0001980668,0.6157715,0.0003646589,0.0005430025,0.00001817007,0.0006172631,0.005337717,0.3722319,0.00004593313,0.000006906451,0.0001625632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951699,0.00007451213,0.002121871,0.00007654074,0.0001974478,0.001883482,0.00004047937,0.00002899282,0.0004067119],"genre_scores_gemma":[0.9988686,0.0002148724,0.0004785332,0.00002067929,0.00003027535,0.00008944436,0.0002443847,0.00003372039,0.00001944299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3267342,"threshold_uncertainty_score":0.8399763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797353397269158,"score_gpt":0.2967357490852419,"score_spread":0.2587622151125503,"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."}}