{"id":"W3037829837","doi":"10.1093/ajcp/aqaa111","title":"Transfusion Service Response to the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Virology; Medicine; Coronavirus Infections; Medical emergency; Outbreak; Pathology; Infectious disease (medical specialty)","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":[0.005483374,0.0004347575,0.0002310242,0.0007877233,0.002171341,0.003362861,0.001291113,0.002669893,0.0163167],"category_scores_gemma":[0.01933817,0.0001938402,0.0003150501,0.0007743514,0.0008533283,0.001544015,0.004176626,0.00395823,0.003027819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005275613,"about_ca_system_score_gemma":0.008156909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293777,"about_ca_topic_score_gemma":0.01587351,"domain_scores_codex":[0.9960585,0.001777802,0.0003197781,0.000240336,0.0008854535,0.0007182139],"domain_scores_gemma":[0.9923981,0.0009880797,0.0009853574,0.0002825332,0.002697459,0.002648557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001413321,0.0001608931,0.01065879,0.0006952016,0.00005836939,0.001262635,0.00396059,0.0008935717,0.0009019291,0.0112751,0.7567304,0.2132612],"study_design_scores_gemma":[0.00004617092,0.0003539798,0.01753124,0.001939744,0.00004102362,0.001647279,0.008944383,0.001759707,0.001045653,0.0102384,0.9563947,0.00005769769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03576385,0.02915127,0.006801501,0.8049642,0.02781098,0.0003050212,0.0007036435,0.00152591,0.09297352],"genre_scores_gemma":[0.4847418,0.05009494,0.01023948,0.3724227,0.043705,0.0002940689,0.0024522,0.0004263218,0.03562341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0163167,"threshold_uncertainty_score":0.05458486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276577837834985,"score_gpt":0.394926977242917,"score_spread":0.2672691934594186,"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."}}