{"id":"W4206792393","doi":"10.1111/sji.13144","title":"Positive selection of immune repertoires: A short further history","year":2022,"lang":"en","type":"article","venue":"Scandinavian Journal of Immunology","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Immune system; Biology; Context (archaeology); Negative selection; Organism; Selection (genetic algorithm); Antigen; Immunity; Host (biology); Immunology; Evolutionary biology; Genetics; Gene; Genome","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002879606,0.0009268899,0.001773591,0.002283909,0.001631346,0.004596793,0.001506913,0.003758531,0.007325881],"category_scores_gemma":[0.004268131,0.0004640429,0.0006631861,0.00230632,0.01012536,0.00808602,0.003393608,0.007669049,0.002809076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003488523,"about_ca_system_score_gemma":0.001422488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001909277,"about_ca_topic_score_gemma":0.00139704,"domain_scores_codex":[0.998887,0.0003527022,0.0001006191,0.0003038394,0.0002408556,0.0001149953],"domain_scores_gemma":[0.9954631,0.003401491,0.0001751058,0.0002478722,0.0003716938,0.0003407485],"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":[0.0007580663,0.0002785214,0.003925731,0.005527479,0.0002095946,0.0009623666,0.003300991,0.001082584,0.005507069,0.3752337,0.09150704,0.5117068],"study_design_scores_gemma":[0.00002618714,0.0001745965,0.002160506,0.001540401,0.00003228479,0.0006759669,0.0003255815,0.0002366819,0.0009303493,0.09307685,0.9007557,0.00006489341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002444765,0.9502857,0.003226512,0.01940802,0.004640939,0.00001902811,0.0001078403,0.0000445939,0.01982263],"genre_scores_gemma":[0.05330422,0.8566536,0.004743942,0.03708844,0.02333889,0.0001118874,0.0003052417,0.0001623526,0.0242914],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007325881,"threshold_uncertainty_score":0.02531117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009152969296014989,"score_gpt":0.2096981044643452,"score_spread":0.2005451351683302,"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."}}