{"id":"W4378952802","doi":"10.1111/vox.13444","title":"Monitoring viral genomic sequences in transfusion‐transmitted viruses","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood groups and transfusion","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"University of the Sunshine Coast","keywords":"Public health; Sanger sequencing; Genomic sequencing; Blood transfusion; Transmission (telecommunications); Medicine; Virology; DNA sequencing; Biology; Immunology; Genome; Pathology; Genetics","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":[0.00403405,0.0001570426,0.0001283371,0.0005837159,0.0001804902,0.0005166807,0.0001944646,0.0002878181,0.001296159],"category_scores_gemma":[0.008054406,0.00006640734,0.0000881862,0.0005747651,0.000304944,0.0005091992,0.0003924447,0.0002160141,0.0001969434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200373,"about_ca_system_score_gemma":0.0005355541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008056171,"about_ca_topic_score_gemma":0.0009903074,"domain_scores_codex":[0.997188,0.001915994,0.0002146629,0.0001304742,0.000406949,0.0001438583],"domain_scores_gemma":[0.9938182,0.002779848,0.00200495,0.0002023545,0.0008978984,0.0002967567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004229012,0.0001269421,0.820501,0.000730776,0.00004369924,0.0002581056,0.005195361,0.0006708929,0.01030306,0.0006232429,0.001893044,0.159231],"study_design_scores_gemma":[0.00003697334,0.002257929,0.9277954,0.00178349,0.00009918094,0.001813285,0.01319044,0.001922145,0.01368565,0.001913967,0.03545126,0.0000502429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98702,0.002264332,0.002667578,0.001190516,0.00005735457,0.0001037676,0.0004578874,0.00002185434,0.006216816],"genre_scores_gemma":[0.9930996,0.001239168,0.004549742,0.000342315,0.000034994,0.00003732973,0.0001804151,0.000003218234,0.0005132148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00403405,"threshold_uncertainty_score":0.02133441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372025195781162,"score_gpt":0.2993267819756689,"score_spread":0.2656065300178572,"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."}}