{"id":"W3004972598","doi":"10.1111/vox.12892","title":"Canadian blood collectors do the right thing: a view from the outside","year":2020,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Citation; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002910996,0.0001557224,0.0001450422,0.00005773648,0.0007206224,0.000797894,0.0005541931,0.00005864536,0.006175219],"category_scores_gemma":[0.0003730964,0.00008590853,0.00009419415,0.0007313067,0.00004658784,0.0004730707,0.00006819909,0.0002520773,0.001029147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001164267,"about_ca_system_score_gemma":0.000102257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.179293,"about_ca_topic_score_gemma":0.1770119,"domain_scores_codex":[0.998966,0.00004049986,0.0002184956,0.0002543378,0.0002853793,0.0002352244],"domain_scores_gemma":[0.9991659,0.0002914633,0.0001328713,0.0002712956,0.00009353973,0.00004492588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008073179,0.0001944401,0.05684736,0.00009272847,0.0007852115,0.0002181945,0.008584834,0.00002658006,0.0003168942,0.1022072,0.8102648,0.02038105],"study_design_scores_gemma":[0.0004156554,0.000005180923,0.006397725,0.00001699311,0.0002393219,0.00000120574,0.0008877885,0.0002027772,0.00005958922,0.001055075,0.9905761,0.0001425947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1050357,0.002786691,0.00003195107,0.5617721,0.001128275,0.000772298,0.00005753538,0.000270972,0.3281445],"genre_scores_gemma":[0.903186,0.00005072463,0.00003509697,0.09508281,0.001330622,0.00001972016,0.0000216313,0.00002202095,0.0002514003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7981503,"threshold_uncertainty_score":0.9997486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185719637881446,"score_gpt":0.2152800407226778,"score_spread":0.1967080769345332,"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."}}