{"id":"W2173981867","doi":"","title":"The Need for Ethnically Diverse Stem Cell Donors","year":2015,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnically diverse; Ethnic group; Stem cell; Attrition; Diversity (politics); Medicine; Biology; Political science; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001621751,0.0001242954,0.0002191203,0.00002634373,0.0001277437,0.00001368391,0.0004638031,0.0001642631,0.00002652687],"category_scores_gemma":[0.001666513,0.00007143756,0.0001215858,0.00005434738,0.0004347799,0.000002307905,0.0001218464,0.0002406801,0.000003176734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000268677,"about_ca_system_score_gemma":0.0005305119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004050138,"about_ca_topic_score_gemma":0.00006367885,"domain_scores_codex":[0.9984594,0.00005747053,0.0004440191,0.0001517111,0.0006277222,0.000259693],"domain_scores_gemma":[0.9984029,0.0001782414,0.0002173039,0.0001913303,0.0003929571,0.0006172963],"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":[0.0007168331,0.0001066004,0.00117645,0.00002804227,0.0001200743,0.00002436681,0.000506628,0.00008834679,0.009780271,0.0002396551,0.8913059,0.09590684],"study_design_scores_gemma":[0.008993491,0.002472093,0.0006031857,0.00009120984,0.0001102352,0.0001742702,0.004067135,0.0002786445,0.006218913,0.0006372636,0.9761649,0.0001886877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.877387,0.01101315,0.03171994,0.07052357,0.004335642,0.0006234652,0.0001207623,0.00001538078,0.004261097],"genre_scores_gemma":[0.976212,0.007294075,0.001764805,0.005430443,0.006478804,0.00002198745,0.0001657696,0.00004772972,0.002584446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09882495,"threshold_uncertainty_score":0.2913139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797575717339144,"score_gpt":0.3135583899441013,"score_spread":0.2755826327707098,"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."}}