{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003210332,0.0001910458,0.0002345747,0.000439975,0.0005524078,0.0006129923,0.0004232123,0.0005355222,0.001591405],"category_scores_gemma":[0.0003673871,0.00008593868,0.0001140571,0.0004103305,0.002300054,0.0004967005,0.0007052251,0.0003289187,0.0002228145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005565794,"about_ca_system_score_gemma":0.0002128431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314017,"about_ca_topic_score_gemma":0.001465945,"domain_scores_codex":[0.9998885,0.00003511813,0.000005394185,0.00003416794,0.00001322151,0.00002353739],"domain_scores_gemma":[0.9997922,0.00005618282,0.00007233167,0.00000802023,0.00001475889,0.00005655989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008826421,0.000189345,0.1193355,0.001997348,0.0004193468,0.008882172,0.006682777,0.007943589,0.1564393,0.2664211,0.01039711,0.4204097],"study_design_scores_gemma":[0.0001029987,0.0007163872,0.5605941,0.0002898972,0.0002562203,0.006603532,0.004616103,0.006521658,0.01116021,0.2704954,0.1384889,0.0001546095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966764,0.06214571,0.003672041,0.004804567,0.0001624383,0.00001945697,0.000150895,0.00009723577,0.03227138],"genre_scores_gemma":[0.9896409,0.0070278,0.0005576822,0.000366287,0.00010464,0.000007540699,0.00005339383,0.00001022341,0.002231445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001591405,"threshold_uncertainty_score":0.005323827,"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."}}