{"id":"W2768018684","doi":"10.1098/rsbl.2017.0430","title":"Birdsong signals individual diversity at the major histocompatibility complex","year":2017,"lang":"en","type":"article","venue":"Biology Letters","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Society of Canadian Ornithologists; American Ornithologists' Union","keywords":"Biology; Repertoire; Major histocompatibility complex; Evolutionary biology; Outbreeding depression; Population; Genetics; Genetic diversity; Allele; MHC class I; Inbreeding; Gene; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003982375,0.00009580845,0.0001179225,0.000004082448,0.002812394,0.00003875181,0.0005627067,0.00007122692,0.0006772268],"category_scores_gemma":[0.00004095197,0.00002872059,0.00008812921,0.00002751222,0.0006135092,0.00006584496,0.0007499898,0.00009707698,0.00008067998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003805634,"about_ca_system_score_gemma":0.000001598899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001646724,"about_ca_topic_score_gemma":0.0008958253,"domain_scores_codex":[0.9991509,0.0001331079,0.0001046485,0.0003244157,0.00008832378,0.000198635],"domain_scores_gemma":[0.9995762,0.00007226476,0.0001315388,0.000158661,0.00002111776,0.00004028995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001565786,0.00001473687,0.492104,4.94595e-7,0.000007286887,9.324572e-7,0.0000321739,1.165872e-7,0.4977014,0.0000131606,0.004354813,0.005755275],"study_design_scores_gemma":[0.00006966872,0.00005901636,0.98787,0.000001143018,0.00002030179,0.0000039852,0.00003114904,0.000001033742,0.002131935,0.00005146224,0.009671531,0.00008872196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785615,0.00003226448,0.000002548687,0.02071605,0.0002346183,0.0001981581,0.00006131206,0.0000393191,0.0001541905],"genre_scores_gemma":[0.9983941,0.000002081373,0.00001430155,0.001106986,0.0002781796,0.000006879281,0.00006025602,4.186494e-7,0.0001367404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4957661,"threshold_uncertainty_score":0.9984858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023249010082908,"score_gpt":0.2792224728172172,"score_spread":0.1768975718089265,"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."}}