{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002586048,0.0003945065,0.001329879,0.001273618,0.0001751385,0.00009771372,0.0002068071,0.0003480089,0.0007002026],"category_scores_gemma":[0.00005593376,0.0002708442,0.00008865457,0.0005592251,0.0002600506,0.0004257592,0.00003247558,0.000822434,0.00005953056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001324779,"about_ca_system_score_gemma":0.00003034876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129254,"about_ca_topic_score_gemma":0.001152971,"domain_scores_codex":[0.9977346,0.0001492532,0.0006269694,0.0006586392,0.0004752824,0.0003552363],"domain_scores_gemma":[0.998903,0.0004623755,0.0002199344,0.0002628044,0.0001054151,0.00004644725],"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":[0.00003800978,0.00007720333,0.00001642684,0.01717367,0.00003026871,0.00001388515,0.0003256996,1.742759e-8,0.000001734898,0.007690511,0.0005249466,0.9741076],"study_design_scores_gemma":[0.001910856,0.00006849954,0.00009148529,0.009098265,0.0001781059,0.00001868828,0.0002440426,0.000009021479,2.109587e-7,0.002167546,0.9859462,0.0002670802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003462264,0.9788364,0.00001432984,0.01133312,0.0001867141,0.001142444,0.000001112158,0.00005500509,0.008084688],"genre_scores_gemma":[0.0001423902,0.9973189,0.00004345542,0.0007864249,0.001115795,0.00009555052,0.00001834338,0.00005589118,0.0004233078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9854212,"threshold_uncertainty_score":0.9999744,"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."}}