{"id":"W4230494568","doi":"10.1515/iupac.84.0396","title":"Challenge (in Immunology)","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Glossary; Immunotoxicology; Immunology; Medicine; Immune system; Philosophy; Linguistics","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":[0.00130623,0.001534745,0.001451387,0.003458414,0.0009436308,0.004680732,0.002323642,0.0021756,0.1573577],"category_scores_gemma":[0.01469073,0.0006140156,0.001632347,0.006670912,0.0003730543,0.002889876,0.002754219,0.002232392,0.1732167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589274,"about_ca_system_score_gemma":0.003626781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01337468,"about_ca_topic_score_gemma":0.02518941,"domain_scores_codex":[0.9981471,0.0003183828,0.0003365336,0.0005215882,0.0004259193,0.0002504856],"domain_scores_gemma":[0.9949009,0.001557295,0.0006556496,0.00104085,0.001321433,0.0005237639],"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":[0.00007291845,0.00001048826,0.001371297,0.00126458,0.0000287582,0.00001788664,0.00001804474,0.00009452606,0.00004403187,0.0007557262,0.9910444,0.005277339],"study_design_scores_gemma":[0.00008462118,0.000007526137,0.002208204,0.0005487844,0.00001788241,0.00004486959,0.00003229272,0.00007148006,0.00007134508,0.0008688776,0.9960341,0.000009963982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00009478959,0.0003185531,0.00006961035,0.0002659992,0.00008636883,0.00001440041,0.9961454,0.0003146204,0.002690322],"genre_scores_gemma":[0.0005428803,0.0003472256,0.0003255751,0.0004223836,0.00004118335,0.00007349304,0.9959479,0.000111083,0.002188296],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1573577,"threshold_uncertainty_score":0.526414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040482633529947,"score_gpt":0.339380684746293,"score_spread":0.3289758584109935,"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."}}