{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009934087,0.0002944334,0.0002611291,0.001556832,0.002983301,0.001184255,0.0009110816,0.0004222281,0.00218956],"category_scores_gemma":[0.004030624,0.0002100036,0.0004377955,0.004662519,0.0007403151,0.0003177583,0.001152873,0.0006631368,0.0001391111],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02419905,"about_ca_system_score_gemma":0.05851226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9780343,"about_ca_topic_score_gemma":0.9857509,"domain_scores_codex":[0.998736,0.0001145475,0.0001093813,0.00009923898,0.0005597799,0.0003810635],"domain_scores_gemma":[0.9947018,0.0004614513,0.001460991,0.0000642638,0.001758543,0.001552939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003593858,0.00002413316,0.9945018,0.00003553808,0.00001444713,0.0001100993,0.0005728496,0.00005199887,0.00004477537,0.00005653777,0.0005026514,0.004049201],"study_design_scores_gemma":[0.000005455511,0.00004445706,0.9942107,0.00006963755,0.00002663325,0.0001795153,0.003832691,0.0003110378,0.00005776426,0.00002802845,0.001223596,0.0000105158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948961,0.001096681,0.00006801918,0.0006568675,0.00001295554,0.00006692116,0.001226555,0.000005941573,0.001969979],"genre_scores_gemma":[0.9976343,0.001165844,0.0001582666,0.0001595765,0.000006503195,0.00001719432,0.0004952332,0.000003401838,0.000359677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9758009,"threshold_uncertainty_score":0.1755772,"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."}}