{"id":"W4393157519","doi":"10.1111/vox.13619","title":"Determining the impact of current Canadian stem cell registry policy on donor availability via dynamic registry simulation","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Blood Services","keywords":"Ethnic group; Cohort; Demography; Medicine; Matching (statistics); Family medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009719398,0.0005105739,0.0004413415,0.0009529705,0.001352057,0.002198287,0.001719033,0.0007522444,0.002914165],"category_scores_gemma":[0.04077122,0.0004184021,0.000553641,0.001389533,0.00084422,0.001009947,0.001223464,0.0008931473,0.000206898],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02239007,"about_ca_system_score_gemma":0.02924577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7798573,"about_ca_topic_score_gemma":0.7324109,"domain_scores_codex":[0.9960257,0.001906387,0.0001278151,0.0004414613,0.0007157507,0.0007830142],"domain_scores_gemma":[0.9766021,0.01477255,0.002278691,0.001088905,0.003789558,0.001468106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004511563,0.0001547904,0.09172771,0.00007163125,0.0001047301,0.00008208875,0.0001961285,0.8879731,0.0003388899,0.0051508,0.002291396,0.01145759],"study_design_scores_gemma":[0.0001824885,0.0004032799,0.04227588,0.00006435885,0.0001428188,0.00004621231,0.0007745984,0.950012,0.0006452692,0.002032041,0.003368464,0.00005263398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752876,0.0002280258,0.006867264,0.001336339,0.00003453434,0.00024046,0.002012791,0.0001275086,0.01386561],"genre_scores_gemma":[0.9955299,0.00010535,0.003113381,0.00008846803,0.000004057512,0.0000572788,0.0005203384,0.00001050827,0.0005707414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9776099,"threshold_uncertainty_score":0.4428782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714010831803336,"score_gpt":0.346863109856495,"score_spread":0.3197230015384616,"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."}}