{"id":"W2015834038","doi":"10.1016/j.transci.2011.06.001","title":"Donor recruitment in the 21st century: Challenges and lessons learned in the first decade","year":2011,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services","funders":"Millennium Challenge Corporation","keywords":"Political science; Developing country; Economic growth; Blood management; Blood donor; Medicine; Health care; Public relations; Business; Blood transfusion; Immunology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05551786,0.0006718814,0.001777331,0.00159948,0.005327455,0.01387579,0.003141022,0.01243064,0.0128844],"category_scores_gemma":[0.03358621,0.0004376243,0.0006276102,0.003162142,0.009301836,0.01237199,0.009455032,0.009008395,0.001739584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01083454,"about_ca_system_score_gemma":0.0384139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008656453,"about_ca_topic_score_gemma":0.01982111,"domain_scores_codex":[0.9864363,0.006876426,0.001000248,0.001167247,0.002365569,0.002154192],"domain_scores_gemma":[0.9574299,0.01959236,0.002637629,0.001000514,0.005796952,0.01354264],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005449158,0.00112112,0.01847277,0.004651341,0.00006503717,0.0007684322,0.0175097,0.0009729733,0.0004999199,0.1851557,0.1560062,0.6142319],"study_design_scores_gemma":[0.0001137824,0.0003312493,0.009480387,0.006568052,0.00002131205,0.0009668845,0.03555294,0.0004691666,0.0003181409,0.08413392,0.8619413,0.0001028891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01942561,0.233167,0.001862032,0.7239866,0.005593381,0.00006103453,0.0001387682,0.0000472774,0.01571833],"genre_scores_gemma":[0.2832882,0.4630613,0.008088816,0.2094754,0.01207197,0.0003181868,0.0003621135,0.00007920159,0.02325475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9444821,"threshold_uncertainty_score":0.29361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165948028624357,"score_gpt":0.3094249658328346,"score_spread":0.1434769372084776,"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."}}