{"id":"W4417012698","doi":"10.1182/blood-2025-6212","title":"Upfront comprehensive donor search overcomes the impact of poor search prognosis, irrespective of racial background","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Leukemia & Lymphoma Society of Canada; University of British Columbia","funders":"","keywords":"Incidence (geometry); Cumulative incidence; Transplantation; Population; Retrospective cohort study; Clinical endpoint; Hematopoietic stem cell transplantation; Hematopoietic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001766151,0.0001234377,0.0002557829,0.0004666322,0.0003361237,0.0009167372,0.0002302778,0.0001870294,0.00237004],"category_scores_gemma":[0.003835698,0.00007328545,0.0002367867,0.0005286132,0.0002181909,0.0006129366,0.0009750767,0.0002984893,0.0003210825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003628363,"about_ca_system_score_gemma":0.001168623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008462722,"about_ca_topic_score_gemma":0.00245715,"domain_scores_codex":[0.9992631,0.0003208819,0.00009013961,0.00009284108,0.000103559,0.0001295079],"domain_scores_gemma":[0.9971654,0.0004808711,0.001471555,0.0001929668,0.0001790338,0.0005102752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009027635,0.0002366287,0.9381059,0.0001178808,0.0000510011,0.000174755,0.000193777,0.0003424508,0.00119731,0.0002377903,0.0009623105,0.05747739],"study_design_scores_gemma":[0.00006546249,0.001763276,0.9894701,0.0001774163,0.0001271433,0.001778585,0.0007168356,0.0009030133,0.001668683,0.000365866,0.002950605,0.00001296991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965768,0.000716545,0.0005917851,0.00023386,0.00001442128,0.00003609864,0.00019127,0.00001681855,0.001622453],"genre_scores_gemma":[0.9990741,0.0001632527,0.0003374858,0.00007057965,0.00002081866,0.00001715247,0.0001648426,0.000003241386,0.0001483975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00237004,"threshold_uncertainty_score":0.009340405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671274093183594,"score_gpt":0.3546220392594531,"score_spread":0.3179092983276172,"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."}}