{"id":"W4229332073","doi":"10.1111/trf.16860","title":"The burden of cyberattacks on blood management and conservation efforts","year":2022,"lang":"en","type":"letter","venue":"Transfusion","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; University of Toronto; Queen's University; McMaster University; Sunnybrook Health Science Centre; Ontario Stroke Network; Health Sciences Centre","funders":"","keywords":"Queen (butterfly); Library science; Medicine; Medical laboratory; Family medicine; Pathology; Computer science","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":[0.006343834,0.0009284557,0.001084214,0.0009141733,0.0147683,0.01118314,0.002181781,0.1387816,0.01577026],"category_scores_gemma":[0.02265417,0.001192024,0.001471989,0.0008171518,0.003758805,0.005281432,0.004102325,0.05168287,0.007209802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007006844,"about_ca_system_score_gemma":0.02356445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05627409,"about_ca_topic_score_gemma":0.113021,"domain_scores_codex":[0.9938378,0.001621422,0.0004386079,0.0005100977,0.001608353,0.00198374],"domain_scores_gemma":[0.9872209,0.006874884,0.0007233791,0.0002861826,0.002258843,0.002635695],"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":[0.00007867288,0.0001070244,0.00165327,0.00005554741,0.00002286289,0.00204034,0.0008019038,0.000167158,0.0005619954,0.02000389,0.9642138,0.01029354],"study_design_scores_gemma":[0.00007282061,0.00008961223,0.003789613,0.0004928565,0.00004708948,0.0009167186,0.00302863,0.00078207,0.0004212149,0.01777988,0.9724554,0.0001240242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002074587,0.0008666012,0.0001873274,0.9471553,0.007400278,0.00004182631,0.0001021142,0.00003957966,0.04213229],"genre_scores_gemma":[0.007114527,0.0005136739,0.0002175788,0.9309847,0.004146119,0.00006137631,0.0000258913,0.00002902122,0.05690715],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1387816,"threshold_uncertainty_score":0.1118931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006870582440756045,"score_gpt":0.1921461363072592,"score_spread":0.1852755538665032,"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."}}