{"id":"W4234557350","doi":"10.1515/iupac.84.0697","title":"Immune Surveillance","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Immune responses and vaccinations","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; Medicine; Immunology; Immune system; Philosophy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006933644,0.0004632878,0.000796748,0.0002723795,0.0002821416,0.00003105351,0.0006404127,0.0007896955,0.01742173],"category_scores_gemma":[0.000787031,0.0003417811,0.0002978934,0.0001823283,0.0001820214,0.00006565333,0.0002630526,0.0006814048,0.00009143975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584541,"about_ca_system_score_gemma":0.0007043877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002366726,"about_ca_topic_score_gemma":0.0003885432,"domain_scores_codex":[0.99779,0.0003587503,0.0006194439,0.0004860765,0.0001390136,0.0006067152],"domain_scores_gemma":[0.9976966,0.0003258152,0.0003537783,0.001113489,0.0004787939,0.00003154673],"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":[0.0004366295,0.0001916544,0.000009622791,0.00004363774,0.00031853,0.00001691535,0.000006256113,1.57631e-7,0.001374687,0.00002580045,0.9926273,0.004948782],"study_design_scores_gemma":[0.001905609,0.0002128245,0.0006155493,0.0001719122,0.00006203592,0.0000839519,0.000016318,8.312674e-8,0.0003978586,0.00003834183,0.9960434,0.0004521156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002237887,0.01799448,0.00005752599,0.0009778397,0.002630985,0.0002760116,0.9776847,0.00009579297,0.00005887823],"genre_scores_gemma":[0.0002708441,0.003799412,0.000004458092,0.0001091254,0.0002001589,0.00002176498,0.9869707,0.00003894905,0.008584581],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01733029,"threshold_uncertainty_score":0.9999034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042869096246263,"score_gpt":0.3636562692444432,"score_spread":0.3532275782819805,"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."}}