{"id":"W1992073996","doi":"10.4161/viru.21906","title":"Strength in numbers","year":2012,"lang":"en","type":"review","venue":"Virulence","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Caenorhabditis elegans; Innate immune system; Transcriptome; Model organism; Immunity; Organism; Nematode; Host (biology); Pathogen; Acquired immune system; Genome; Proteomics; Computational biology; Immune system; Genetics; Gene; Ecology; Gene expression","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":[0.0002165602,0.000359509,0.0005938975,0.00008046396,0.00003650023,0.00002395239,0.0004825343,0.0004483174,0.00006944018],"category_scores_gemma":[0.00003747204,0.0003360781,0.0002152609,0.0001293448,0.00008059971,0.000003027693,0.0001950514,0.0002674373,0.0002295782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003305534,"about_ca_system_score_gemma":0.0001531361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000550439,"about_ca_topic_score_gemma":0.0001228412,"domain_scores_codex":[0.9984494,0.0001171966,0.0003734392,0.0004859279,0.0001443756,0.0004296704],"domain_scores_gemma":[0.9990564,0.00001491778,0.0001639687,0.0006277219,0.000021902,0.000115107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003380535,0.0001234339,0.0001725626,0.003331422,0.00006584753,0.000007870135,0.0001246527,0.000005733949,0.0002159724,0.00006076106,0.0007521063,0.9951363],"study_design_scores_gemma":[0.00008409982,0.00003713355,0.00002840524,0.0006918283,0.000125936,0.00001986068,0.000009362739,0.000001811694,0.0001610108,0.00001538475,0.9984311,0.0003940786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005952161,0.9974493,0.0001158184,0.000005108088,0.0004037336,0.0002716015,0.00003935189,0.00001284561,0.001107047],"genre_scores_gemma":[0.001831167,0.9961534,0.0005275579,0.00006477495,0.0004278174,0.00004216073,0.0001731735,0.00006029329,0.0007197148],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.997679,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890102686042545,"score_gpt":0.3101409426574405,"score_spread":0.271239915797015,"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."}}