{"id":"W4280617828","doi":"10.1111/vox.13294","title":"Demand and usage of unrelated donor products for allogeneic haematopoietic cell transplantation during the <scp>COVID</scp>‐19 pandemic: A Canadian Blood Services Stem Cell Registry analysis","year":2022,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Pandemic; Cord blood; Stem cell; Medicine; Transplantation; Haematopoiesis; Hematopoietic stem cell transplantation; Immunology; Coronavirus disease 2019 (COVID-19); Internal medicine; Biology; Disease; Infectious disease (medical specialty)","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":[0.000721691,0.0002548254,0.0004997607,0.0004073672,0.0004276245,0.00003146367,0.0002276396,0.0001314999,0.00004441179],"category_scores_gemma":[0.00002110106,0.000217201,0.0001603589,0.0009758563,0.00007789153,0.00005934393,0.00002330832,0.0002286634,0.000002393451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049423,"about_ca_system_score_gemma":0.0004118812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007617101,"about_ca_topic_score_gemma":0.01034438,"domain_scores_codex":[0.99788,0.0002042224,0.0005713637,0.000537915,0.0003861444,0.0004203206],"domain_scores_gemma":[0.9983514,0.0004504462,0.0003135168,0.0004950234,0.0001135071,0.0002760995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001591003,0.0002331251,0.7645261,0.01590313,0.001174171,0.0003619546,0.04439797,0.001279865,0.1717473,0.00003151653,0.00009735328,0.00008837712],"study_design_scores_gemma":[0.02031454,0.001396594,0.4987918,0.0006011815,0.04189776,0.004430449,0.03982148,0.002835372,0.383418,0.000163009,0.005477429,0.0008523877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948644,0.002122715,0.0002244299,0.0001462972,0.00008075527,0.001386052,0.0005442302,0.0000580222,0.0005730729],"genre_scores_gemma":[0.9969319,0.0003802137,0.0005041409,0.0002028324,0.00004084086,0.0002062473,0.0003622613,0.00004347079,0.0013281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2657343,"threshold_uncertainty_score":0.9989913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015067518595716,"score_gpt":0.2367406338494508,"score_spread":0.2216731152537348,"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."}}