{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001902207,0.00012633,0.0001120668,0.0002069336,0.0004725823,0.000259859,0.0004464427,0.0000443033,0.0001487223],"category_scores_gemma":[0.00004851427,0.00007107203,0.00002482683,0.0007411079,0.000291855,0.001017812,0.00004566573,0.0001896658,0.00001217376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005676224,"about_ca_system_score_gemma":0.00001680583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076079,"about_ca_topic_score_gemma":0.01427077,"domain_scores_codex":[0.9988024,0.00004689093,0.0001842021,0.00035984,0.0003659895,0.000240657],"domain_scores_gemma":[0.9995713,0.0001352285,0.00005836686,0.0001880896,0.00003177047,0.00001523011],"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":[0.0001271212,0.0006173991,0.00813842,0.000117043,0.00000565151,0.00001979347,0.02653506,0.000001578593,0.0005549199,0.3938278,0.00006935145,0.5699859],"study_design_scores_gemma":[0.001571846,0.00003873661,0.7132865,0.0001064467,0.00004074223,0.00001126006,0.06893597,0.0002050345,0.000127513,0.005442156,0.2099556,0.0002782117],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934949,0.002976818,0.00000761047,0.07128765,0.0001327673,0.0007627364,0.00000110888,0.00003377973,0.1313026],"genre_scores_gemma":[0.9685938,0.0280849,0.00004859173,0.003164801,0.00003578201,0.00005451215,5.159645e-7,0.0000053148,0.00001179529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7051481,"threshold_uncertainty_score":0.7963424,"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."}}