{"id":"W3082130630","doi":"10.47489/p000s343z7531-3mc","title":"Transfusion Medicine Practice During COVID-19 Pandemic: Potential Pitfalls and Solutions for Provision of Blood Products","year":2020,"lang":"en","type":"article","venue":"Proceedings of Shaikh Zayed Medical Complex Lahore","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Transfusion medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Virology; Blood transfusion; Intensive care medicine; Immunology; Infectious disease (medical specialty); Internal medicine; Outbreak; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01216979,0.0003817018,0.0005936485,0.000935089,0.005423115,0.006634979,0.001999832,0.006230539,0.01054347],"category_scores_gemma":[0.0369615,0.0004295853,0.0005698204,0.0008813781,0.003267623,0.004385704,0.004919615,0.01187728,0.002302159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004365722,"about_ca_system_score_gemma":0.01992352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01585176,"about_ca_topic_score_gemma":0.02932744,"domain_scores_codex":[0.9893566,0.005675185,0.0007618925,0.000607549,0.002145557,0.001453226],"domain_scores_gemma":[0.9666035,0.01151954,0.004420717,0.0008551719,0.007773034,0.00882807],"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":[0.0002011757,0.0003088321,0.0355178,0.002393246,0.0001125326,0.007562794,0.01540287,0.0009231963,0.001334039,0.02323335,0.589753,0.3232573],"study_design_scores_gemma":[0.000115826,0.0005897941,0.05644649,0.01434917,0.000139773,0.01086588,0.1084641,0.002705802,0.000986012,0.05781272,0.7471723,0.0003521022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00534483,0.01216953,0.000892197,0.9712842,0.003358879,0.00002620798,0.00005072406,0.00005684651,0.006816669],"genre_scores_gemma":[0.3599699,0.1310838,0.01512778,0.4634705,0.01689398,0.0002002002,0.0002612108,0.0001968522,0.01279577],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01585176,"threshold_uncertainty_score":0.0643608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08300731868061619,"score_gpt":0.3288828585948626,"score_spread":0.2458755399142464,"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."}}