{"id":"W4235684273","doi":"10.1515/iupac.84.0238","title":"Affinity Maturation","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Immunotoxicology and immune responses","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007293932,0.0005429857,0.0007999973,0.0003099574,0.0003803857,0.00003264024,0.0006271088,0.001702061,0.01738036],"category_scores_gemma":[0.001248542,0.0004000267,0.0002544749,0.0001482184,0.000545651,0.000135035,0.0002556861,0.001135836,0.0001538915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002981645,"about_ca_system_score_gemma":0.0009663429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006709708,"about_ca_topic_score_gemma":0.0001775431,"domain_scores_codex":[0.9973943,0.0006675785,0.0006267713,0.000534683,0.0001409668,0.000635676],"domain_scores_gemma":[0.9977935,0.0003796263,0.0004134683,0.001003172,0.0003800317,0.00003018134],"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":[0.00261129,0.0003132829,0.000002691233,0.00005248782,0.0004129345,0.00002786925,0.00001320184,1.074743e-7,0.00923195,0.00001738602,0.9842525,0.003064313],"study_design_scores_gemma":[0.001775987,0.0004526276,0.0002436142,0.0002263695,0.0001674118,0.0001547969,0.00002379684,3.528248e-8,0.005814426,0.00007915273,0.9905742,0.0004876177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001136453,0.008285809,0.00003187784,0.0006466174,0.004217599,0.0003848992,0.9851025,0.000126436,0.000067785],"genre_scores_gemma":[0.0003083126,0.001926435,0.000007069575,0.0003685642,0.0002331595,0.00003504184,0.9921032,0.00003421754,0.004983973],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01722647,"threshold_uncertainty_score":0.9998451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218983976418061,"score_gpt":0.371557195310535,"score_spread":0.3593673555463544,"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."}}