{"id":"W2984989254","doi":"10.1093/molbev/msz268","title":"Developmental Systems Drift and the Drivers of Sex Chromosome Evolution","year":2019,"lang":"en","type":"article","venue":"Molecular Biology and Evolution","topic":"Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Max-Planck-Institut für Evolutionäre Anthropologie; Compute Canada; National Geographic Society; National Science Foundation","keywords":"Biology; Evolutionary biology; Chromosome; Evolution of sexual reproduction; Genetics; Gene","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":[],"consensus_categories":[],"category_scores_codex":[0.000196496,0.0001047921,0.0001583131,0.00002681533,0.00007373668,0.000009109525,0.00007932159,0.0001622408,0.000009766882],"category_scores_gemma":[0.0000289491,0.00007582224,0.00004554122,0.00004035222,0.0004216119,0.00000422317,0.00009415311,0.00005991186,0.000005876188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001102023,"about_ca_system_score_gemma":0.00003480804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005386509,"about_ca_topic_score_gemma":0.000004336204,"domain_scores_codex":[0.9992666,0.0001143876,0.0001977517,0.0002249875,0.00006199643,0.0001342264],"domain_scores_gemma":[0.9997179,0.00001957345,0.00008158971,0.00009588027,0.00004738876,0.00003767446],"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":[0.0002367612,0.00004963446,0.09476037,0.00008280225,0.0001496363,0.000001444853,0.0002334478,0.00005706062,0.8269402,0.076524,0.00006780664,0.000896843],"study_design_scores_gemma":[0.02831321,0.005783609,0.5954256,0.0003002773,0.0004349205,0.0009454735,0.02630662,0.006611808,0.278304,0.03412983,0.02090258,0.002542103],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935629,0.002519452,0.002451886,0.0001101914,0.0001063757,0.0002034012,0.000008459431,0.000006193714,0.001031168],"genre_scores_gemma":[0.9990846,0.0001745583,0.0001184776,0.00008125969,0.00003550084,0.00001178509,0.00003209746,0.000005534139,0.0004561942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5486363,"threshold_uncertainty_score":0.3091941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003741367056314413,"score_gpt":0.2228716033710939,"score_spread":0.2191302363147795,"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."}}