{"id":"W2971903263","doi":"10.1073/pnas.1905298116","title":"Extreme heterogeneity in sex chromosome differentiation and dosage compensation in livebearers","year":2019,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"FP7 Ideas: European Research Council; Biotechnology and Biological Sciences Research Council; Natural Environment Research Council; Research Councils UK; Sight Research UK","keywords":"Poeciliidae; Biology; Poecilia; Dosage compensation; Chromosome; Y chromosome; Evolutionary biology; Genetics; X chromosome; Clade; Lineage (genetic); Evolution of sexual reproduction; Gene; Phylogenetics; Fish <Actinopterygii>","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":[0.0002124042,0.0001241483,0.0002815607,0.0006602011,0.0002621506,0.0003569138,0.0001897456,0.0003991153,0.001192191],"category_scores_gemma":[0.0004450313,0.0001744578,0.00008741709,0.0002577935,0.0004694461,0.0002874361,0.0003395715,0.0003436047,0.0002760584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121664,"about_ca_system_score_gemma":0.00005968046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000539467,"about_ca_topic_score_gemma":0.001317059,"domain_scores_codex":[0.9998565,0.00001643181,0.000008655622,0.00006408033,0.00003291367,0.00002138753],"domain_scores_gemma":[0.9998326,0.00003239746,0.00007166847,0.00001874488,0.00001513823,0.00002947806],"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":[0.0003401797,0.0000498769,0.1770979,0.000061168,0.00007811958,0.001549403,0.0006320376,0.0001265961,0.8079639,0.0002680554,0.0001642155,0.01166853],"study_design_scores_gemma":[0.000006572286,0.0001654666,0.9846992,0.000007470053,0.00001396099,0.004903725,0.0003029109,0.0001999699,0.008728265,0.0002251515,0.0007376993,0.000009748836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987193,0.0003501509,0.0004081695,0.00001887183,0.000001528443,0.000002714823,0.0001084032,0.00001052968,0.0003803203],"genre_scores_gemma":[0.9990506,0.0001664727,0.0001896873,0.00002828459,0.000003449359,0.00000389874,0.0002676692,0.000005923263,0.0002840235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001192191,"threshold_uncertainty_score":0.003988266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03231532418262961,"score_gpt":0.2861796826430169,"score_spread":0.2538643584603872,"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."}}