{"id":"W2045038065","doi":"10.1016/j.coviro.2012.09.002","title":"Staying ahead of viruses: a never ending task","year":2012,"lang":"en","type":"editorial","venue":"Current Opinion in Virology","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Université de Montréal; McGill University; Institute for Research in Immunology and Cancer","funders":"","keywords":"Biology; Task (project management); Virology; Computational biology; Systems engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006789576,0.0002921507,0.0008286538,0.0008426373,0.00005975191,0.00001216769,0.0001729923,0.0008978127,0.0004334169],"category_scores_gemma":[0.0006394337,0.0002644995,0.0001963541,0.0003645858,0.0002003261,0.0001569374,0.0002196067,0.001991013,0.0001019667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586802,"about_ca_system_score_gemma":0.0004070216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002197493,"about_ca_topic_score_gemma":0.000008097592,"domain_scores_codex":[0.9974571,0.000222138,0.0006967653,0.0004306906,0.0005725106,0.0006207977],"domain_scores_gemma":[0.9985046,0.0005031307,0.0002561273,0.0003780295,0.0001895328,0.0001685361],"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":[0.000359957,0.000536211,0.006533039,0.001743455,0.00007913874,0.000002583175,0.0001958495,0.00000437773,0.00128994,0.0002803269,0.9787701,0.01020504],"study_design_scores_gemma":[0.001616767,0.0004314293,0.002128463,0.000801414,0.00004676513,0.000008286399,0.00002855377,0.00005556139,0.00005922443,0.00004329073,0.994592,0.0001882681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002773145,0.008101531,0.0002880598,0.00008042873,0.9874274,0.0005132757,0.0001644611,0.00003841705,0.0006133417],"genre_scores_gemma":[0.02263939,0.006959812,0.00005785668,0.00002837346,0.9690201,0.0001646388,0.0008642182,0.00008442313,0.0001811796],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01986624,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008404299341609,"score_gpt":0.4485471036556987,"score_spread":0.3477066737215378,"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."}}