{"id":"W2082098021","doi":"10.1038/bmt.2012.98","title":"Qualifications and training of adult stem cell donor recruiters: recommendations by the World Marrow Donor Association","year":2012,"lang":"en","type":"letter","venue":"Bone Marrow Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stem Cell Network","funders":"","keywords":"Medicine; Stem cell; Association (psychology); Immunology; Oncology; Genetics; Biology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009046416,0.000512925,0.0007990026,0.0004527771,0.0002502363,0.00008197908,0.0001853701,0.0007333535,0.0002464865],"category_scores_gemma":[0.00002819968,0.0004504826,0.0002382064,0.0005212487,0.0001062086,0.0002958589,0.000009212672,0.001232558,0.00004517945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809665,"about_ca_system_score_gemma":0.0001658655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530176,"about_ca_topic_score_gemma":0.0002117054,"domain_scores_codex":[0.9961165,0.0005588858,0.001351766,0.0005813057,0.0008067338,0.0005848238],"domain_scores_gemma":[0.9962267,0.00165732,0.001120646,0.0005119455,0.0003373243,0.0001461145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003695906,0.0002482102,0.005929223,0.007698194,0.0005299806,0.00004368664,0.02055214,0.000003821371,0.03162575,0.0002218763,0.9237772,0.009000274],"study_design_scores_gemma":[0.01394491,0.0005863989,0.00857191,0.007325172,0.01572409,0.001180118,0.006888344,0.0003671179,0.07404044,0.0002644323,0.8680152,0.003091854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04335332,0.001808959,0.007093239,0.9195964,0.001577358,0.005298804,0.00638331,0.0003536567,0.01453495],"genre_scores_gemma":[0.5526375,0.01340062,0.01233967,0.2364396,0.00417575,0.002680361,0.082617,0.000799831,0.09490974],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6831568,"threshold_uncertainty_score":0.9997947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873862118414164,"score_gpt":0.2758242720881627,"score_spread":0.2370856509040211,"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."}}