{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00514966,0.000117718,0.000461812,0.0001185181,0.000140793,0.00006292717,0.0005100322,0.00006202731,0.0004021584],"category_scores_gemma":[0.007809106,0.00007586478,0.0001993057,0.0008760603,0.0001710371,0.0003676261,0.00007374585,0.0006010495,0.0003373972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008375981,"about_ca_system_score_gemma":0.0001577268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009083406,"about_ca_topic_score_gemma":0.0001346289,"domain_scores_codex":[0.9977529,0.0005499925,0.001008073,0.0002173209,0.0003003468,0.0001713788],"domain_scores_gemma":[0.9962423,0.002203511,0.0009386695,0.000162797,0.0003100273,0.0001426583],"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":[0.04806126,0.0007504375,0.3559551,0.00009559058,0.000239019,0.001239446,0.004386419,0.001519231,0.004036007,0.001901556,0.02569889,0.5561171],"study_design_scores_gemma":[0.001617499,0.0005152124,0.04923987,0.000006948284,0.0001227141,0.000190618,0.001203768,0.0001597804,0.000002370854,0.000239357,0.9465826,0.0001192875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5953215,0.00002869579,0.005331725,0.3983324,0.0003775268,0.00009134343,0.000001566666,0.00002735157,0.0004878911],"genre_scores_gemma":[0.639871,0.00008636535,0.0003602424,0.3587249,0.0009355152,0.000001718002,6.935784e-7,0.000009776246,0.00000983497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9208837,"threshold_uncertainty_score":0.9348794,"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."}}