{"id":"W4411334613","doi":"10.1111/tme.13155","title":"Recruiting racialised youth to a stem cell registry in Canada","year":2025,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Outreach; Ethnic group; Focus group; Tracking (education); Young adult; Attrition; Diversity (politics); Gerontology; Medicine; Medical education; Psychology; Sociology; Political science; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005356979,0.000129707,0.0003757613,0.0002187307,0.00006208598,0.000003150402,0.00008689483,0.0001400229,0.0001706497],"category_scores_gemma":[0.00005431717,0.00009486166,0.00003213135,0.0008150425,0.0001554619,0.00002017228,0.00001490618,0.0004019189,0.000002187658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339026,"about_ca_system_score_gemma":0.001476017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6618491,"about_ca_topic_score_gemma":0.6482384,"domain_scores_codex":[0.9984159,0.00005812739,0.0004902176,0.0002766271,0.00052405,0.0002350092],"domain_scores_gemma":[0.9992923,0.00009449386,0.0000463213,0.0002426922,0.00008479362,0.0002394266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003015808,0.0004463658,0.02291895,0.003913217,0.00009699009,0.0007487523,0.03817074,0.0001243078,0.2478774,0.003934426,0.02557976,0.6531733],"study_design_scores_gemma":[0.07802945,0.00276848,0.4236661,0.04848406,0.001623138,0.00009779705,0.1770189,0.008137687,0.05827418,0.00369857,0.1959724,0.00222926],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7463279,0.0007229226,0.005129073,0.2222049,0.0009492018,0.0009845325,0.00001130812,0.00004985311,0.02362028],"genre_scores_gemma":[0.98905,0.0002804142,0.000145878,0.007546471,0.0001558864,0.00001206618,0.0000306678,0.00001107203,0.002767567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6509441,"threshold_uncertainty_score":0.3868346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871394484732248,"score_gpt":0.2885977569129285,"score_spread":0.2598838120656061,"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."}}