{"id":"W2007113682","doi":"10.1159/000365016","title":"Donor Research in Australia: Challenges and Promise","year":2014,"lang":"en","type":"review","venue":"Transfusion Medicine and Hemotherapy","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government; Institut national de la recherche scientifique","keywords":"Service (business); Blood donor; Plasmapheresis; Medicine; Public relations; Blood collection; Business; Political science; Marketing; Immunology; Medical emergency","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01516474,0.0006181567,0.001792003,0.003308974,0.001644874,0.005999189,0.001538069,0.005503041,0.003152584],"category_scores_gemma":[0.02115742,0.0006600152,0.001156475,0.005823227,0.003653618,0.007466316,0.003172594,0.006248479,0.000707314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004547121,"about_ca_system_score_gemma":0.02570928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092459,"about_ca_topic_score_gemma":0.01907696,"domain_scores_codex":[0.9931245,0.003166023,0.0008684865,0.0005529623,0.001962688,0.0003253396],"domain_scores_gemma":[0.9714661,0.01814694,0.002516826,0.000746358,0.005525447,0.001598265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006583711,0.0001272268,0.0008037401,0.04876899,0.000162807,0.0005239065,0.002259263,0.0004069363,0.0006861614,0.04498975,0.04068458,0.8605208],"study_design_scores_gemma":[0.00001307964,0.0001037863,0.002257206,0.02882685,0.0001069872,0.001064245,0.001488753,0.0001692819,0.0001911796,0.01138095,0.9543647,0.00003298378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000232942,0.9882888,0.0002034219,0.009402297,0.0006983031,0.00001234351,0.000005516737,0.000004777391,0.001151605],"genre_scores_gemma":[0.002457233,0.9929508,0.0006125848,0.002945447,0.0004658135,0.00002197437,0.00001006303,0.000002578863,0.0005335094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01516474,"threshold_uncertainty_score":0.08019972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2843831022175411,"score_gpt":0.431942648265227,"score_spread":0.1475595460476859,"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."}}