{"id":"W3092247891","doi":"10.1111/vox.12944","title":"Vox Sanguinis International Forum on Hospital Transfusion Services' Response to COVID‐19: Responses","year":2020,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Economic shortage; Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Blood transfusion; Dispose pattern; Medical emergency; Blood bank; Business; Demographics; Sample (material); Emergency medicine; Surgery; Pathology","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":[0.0112235,0.001602771,0.0008031654,0.001294134,0.004102319,0.005466142,0.00302777,0.02605116,0.08348455],"category_scores_gemma":[0.03830463,0.0007072702,0.00118469,0.0009738596,0.001687072,0.002929145,0.007167602,0.01499229,0.01847691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380141,"about_ca_system_score_gemma":0.01174729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006187296,"about_ca_topic_score_gemma":0.008702371,"domain_scores_codex":[0.9916617,0.002962586,0.0008115087,0.000496974,0.002201271,0.001865958],"domain_scores_gemma":[0.9695208,0.007590427,0.002153504,0.000628309,0.009692619,0.01041425],"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":[0.0000170932,0.0000269631,0.0004805162,0.0001042917,0.000003694701,0.0002242256,0.000221249,0.00001816942,0.00009549574,0.0003008934,0.9920484,0.006458987],"study_design_scores_gemma":[0.00002101737,0.00003880528,0.001380471,0.0002888431,0.000004366531,0.0001526585,0.0009104161,0.00005115312,0.00006784039,0.0002761213,0.9967909,0.0000172052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001273366,0.003533092,0.0003000776,0.8823656,0.09330426,0.0002338128,0.000359968,0.0002480789,0.01838179],"genre_scores_gemma":[0.00954813,0.005096467,0.0009074179,0.8464594,0.06651809,0.0004737398,0.0006129965,0.0002592421,0.07012455],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08348455,"threshold_uncertainty_score":0.2792836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191970133957304,"score_gpt":0.3002139209391748,"score_spread":0.2810169075434444,"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."}}