{"id":"W4283791076","doi":"10.1111/imcb.12567","title":"Immunoglobulin genes, reproductive isolation and vertebrate speciation","year":2022,"lang":"en","type":"article","venue":"Immunology and Cell Biology","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"University of New South Wales","keywords":"Biology; Gene; Repertoire; Genetics; Reproductive isolation; Vertebrate; Antibody Repertoire; Evolutionary biology; Genome; Offspring; Population; Body plan; Gene family","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":[0.0005405445,0.0003485081,0.0005182674,0.0002561956,0.001228223,0.00001587168,0.0003062831,0.0005001882,0.001783282],"category_scores_gemma":[0.00004450072,0.0003445465,0.00007899128,0.0002299006,0.0009165661,0.0001204945,0.0007123365,0.0008969479,0.0002503099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008129604,"about_ca_system_score_gemma":0.00007602169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002344632,"about_ca_topic_score_gemma":0.00001514872,"domain_scores_codex":[0.9968596,0.001038543,0.000507121,0.0009330148,0.00003033151,0.0006314444],"domain_scores_gemma":[0.9988776,0.0001994812,0.0003141855,0.0005122847,0.00007277439,0.00002364128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006237978,0.0001882107,0.007010518,0.000008596168,0.000257624,0.000007776668,0.0005594561,0.000006500476,0.9706978,0.004216707,0.0004803069,0.01594266],"study_design_scores_gemma":[0.005108625,0.002469463,0.01055075,0.000006168674,0.0001575614,0.001029981,0.002121942,0.00004010496,0.6009307,0.005139071,0.3716292,0.000816404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913383,0.08055348,0.0001006981,0.0008421133,0.00226241,0.0003657558,0.0000647206,0.000132509,0.002295286],"genre_scores_gemma":[0.9907601,0.003541923,0.0001021154,0.0003405017,0.0000707715,0.0001143073,0.0005433809,0.00002755674,0.004499317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3711489,"threshold_uncertainty_score":0.9999006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00778936611498334,"score_gpt":0.20212621432854,"score_spread":0.1943368482135567,"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."}}