{"id":"W7161820784","doi":"10.82308/5890","title":"Blood Donor Return Behaviour in South Africa and the United States at Mobile Drives and Fixed Donation Sites.","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood donor; Donation; Economic shortage; ESPACE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192096,0.0002164045,0.0002135686,0.0006218724,0.001397095,0.001082047,0.0003740929,0.0004723197,0.004296537],"category_scores_gemma":[0.004848133,0.0002031634,0.000207493,0.00128228,0.000831531,0.0008080994,0.001455471,0.0006051752,0.0004121134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438935,"about_ca_system_score_gemma":0.001741795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07406136,"about_ca_topic_score_gemma":0.1134781,"domain_scores_codex":[0.99924,0.0003434653,0.00005144652,0.00008505872,0.00007521331,0.0002047831],"domain_scores_gemma":[0.997849,0.0004960422,0.0008591848,0.00006539629,0.0002349481,0.0004955049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001525503,0.00007913564,0.9606459,0.0001037407,0.00002443145,0.000559753,0.02502799,0.00004723405,0.0003133588,0.0002318058,0.001085034,0.01172898],"study_design_scores_gemma":[0.00001317768,0.0001920795,0.8897287,0.0002637036,0.00002766073,0.0007082702,0.1032967,0.000139857,0.0002116708,0.0001128421,0.005285923,0.00001937057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976962,0.000384486,0.00005545869,0.0005563179,0.00001238206,0.00002022719,0.0002114997,0.000002343603,0.001061075],"genre_scores_gemma":[0.9979306,0.0005166697,0.0001006212,0.0003131128,0.000006839019,0.00003100695,0.0001073638,0.000002654876,0.0009912212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07406136,"threshold_uncertainty_score":0.1472605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202552733259929,"score_gpt":0.2358207110761904,"score_spread":0.2237951837435911,"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."}}