{"id":"W2792387031","doi":"10.1111/mec.14540","title":"Transitions in sex determination and sex chromosomes across vertebrate species","year":2018,"lang":"en","type":"article","venue":"Molecular Ecology","topic":"Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; Royal Society; National Evolutionary Synthesis Center","keywords":"Biology; Vertebrate; Evolutionary biology; Evolution of sexual reproduction; Phylogenetic tree; Context (archaeology); Sex change; Clade; Zoology; Fish <Actinopterygii>; Genetics; Gene; Fishery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005616441,0.0001254047,0.0003255212,0.002084868,0.0005051062,0.0006848119,0.0003254085,0.0003134201,0.001414278],"category_scores_gemma":[0.002033696,0.0001798945,0.0002713359,0.001406632,0.000513515,0.0007020198,0.0006844299,0.0003816041,0.0002950708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849254,"about_ca_system_score_gemma":0.0001457201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179562,"about_ca_topic_score_gemma":0.002850487,"domain_scores_codex":[0.9994497,0.00009574377,0.00005166506,0.0002295169,0.000121409,0.00005191884],"domain_scores_gemma":[0.9989014,0.0003881784,0.0003928567,0.00009986706,0.0001272046,0.00009059977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004208328,0.00003827959,0.731577,0.0005173517,0.0005382662,0.0002869614,0.00253072,0.001122805,0.1673513,0.002957969,0.0004854281,0.09217313],"study_design_scores_gemma":[0.000002392916,0.0000381278,0.9957342,0.00001694821,0.00002689193,0.0002500712,0.0001823373,0.0003021568,0.001091692,0.0004968219,0.001850553,0.000007915643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912936,0.004032478,0.001682801,0.00005601342,0.000005854013,0.000007626027,0.0005903586,0.00004532914,0.002285908],"genre_scores_gemma":[0.99583,0.00102813,0.001687403,0.00006506523,0.000008445539,0.000009319057,0.0009812865,0.00001887,0.0003715593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002084868,"threshold_uncertainty_score":0.004731178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736282472807037,"score_gpt":0.269213942615317,"score_spread":0.2594776601425099,"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."}}