{"id":"W3027537332","doi":"10.1111/vox.12943","title":"Vox Sanguinis International Forum on transfusion services' response to COVID‐19: Summary","year":2020,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Coronavirus Infections; Betacoronavirus; Pandemic; MEDLINE; Virology; Blood transfusion; Intensive care medicine; Immunology; Biology; Internal medicine; Outbreak","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006117041,0.0003142731,0.0002684623,0.0004741091,0.0003629217,0.0004730366,0.0006820997,0.0001411387,0.005441422],"category_scores_gemma":[0.0007171526,0.0003025605,0.0001780744,0.000888051,0.00003750093,0.001098801,0.0001791722,0.0002819381,0.00273154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004502374,"about_ca_system_score_gemma":0.00007112647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006741919,"about_ca_topic_score_gemma":0.0004318691,"domain_scores_codex":[0.9976782,0.00006827788,0.0004645298,0.0006564558,0.000762579,0.00036994],"domain_scores_gemma":[0.9988137,0.0002819457,0.0001942257,0.0003242811,0.0002056391,0.0001801975],"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":[0.04058616,0.002146797,0.04022066,0.001202831,0.0006661891,0.0009285238,0.01174324,0.00104613,0.03186637,0.04945535,0.6718867,0.148251],"study_design_scores_gemma":[0.00185145,0.0001053909,0.004152926,0.00005250828,0.00006231912,0.000003977169,0.001963817,0.001009906,0.0003687184,0.0003230555,0.9897328,0.0003731425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2844654,0.000163625,0.001509846,0.5662906,0.002358355,0.001074683,0.0001350866,0.0009678393,0.1430345],"genre_scores_gemma":[0.7658759,0.00004478369,0.0003526679,0.2314496,0.00126543,0.00004861753,0.0001313556,0.00005744784,0.0007742125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4814105,"threshold_uncertainty_score":0.9999427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446406760770407,"score_gpt":0.2723404428297223,"score_spread":0.2478763752220182,"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."}}