{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000934129,0.0001272376,0.0001092064,0.00006811082,0.00007852472,0.00001353983,0.00009381429,0.0001498024,0.0000890168],"category_scores_gemma":[0.000001737428,0.00009724464,0.00003481212,0.0000941627,0.00002903909,0.00001604395,0.00001135197,0.0004804756,0.00000282885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002251534,"about_ca_system_score_gemma":0.000004604139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005336714,"about_ca_topic_score_gemma":0.000001723129,"domain_scores_codex":[0.9993425,0.00001419697,0.0001629362,0.0001228148,0.0002284526,0.000129115],"domain_scores_gemma":[0.9997162,0.00007148428,0.00001682212,0.0001680587,0.000008319318,0.00001907829],"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":[0.000009319318,0.00001254839,0.000003737348,0.001415584,0.0001127225,0.00001868502,0.0003808857,0.001240824,0.0004574214,0.0001146762,0.9837691,0.01246457],"study_design_scores_gemma":[0.0001862228,0.0000619036,0.0001399701,0.0001112895,0.00007410241,0.000004774708,0.00002142744,0.001447762,0.0002691104,0.00008287493,0.99748,0.0001205218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1325007,0.002554028,0.001262979,0.8460966,0.005395656,0.001373952,0.00008279823,0.0005665922,0.01016665],"genre_scores_gemma":[0.425022,0.1260861,0.003835909,0.3526331,0.02629047,0.003205563,0.007573997,0.001592655,0.05376013],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4934635,"threshold_uncertainty_score":0.3965521,"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."}}