{"id":"W2034473801","doi":"10.1139/f09-074","title":"Ecological speciation! Or the lack thereof?This Perspective is based on the author’s J.C. Stevenson Memorial Lecture delivered at the Canadian Conference for Fisheries Research in Halifax, Nova Scotia, January 2008.","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ecological speciation; Genetic algorithm; Reproductive isolation; Ecology; Biology; Incipient speciation; Evolutionary biology; Sociology; Genetic diversity; Population; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001171709,0.0001086823,0.0001242055,0.00008981866,0.001255875,0.0002977537,0.0004510827,0.0001199213,0.0009563824],"category_scores_gemma":[0.000655467,0.000048629,0.00005728122,0.000277424,0.0009072222,0.00001450647,0.00001611771,0.0002091912,0.000002804409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275423,"about_ca_system_score_gemma":0.002198044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1008499,"about_ca_topic_score_gemma":0.9291057,"domain_scores_codex":[0.9988012,0.0002316494,0.0001812194,0.0001889884,0.0002776744,0.0003192866],"domain_scores_gemma":[0.9991106,0.0002339859,0.0001095291,0.000148199,0.0002161158,0.000181611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001032142,0.00005182691,0.08744402,0.00001939163,0.0001179912,0.0000696462,0.02170154,0.001493182,0.0005965594,0.004861658,0.8706274,0.01198462],"study_design_scores_gemma":[0.002146236,0.006186523,0.3703573,0.0001615273,0.00009529898,0.0001427517,0.0465831,0.004636383,0.00244445,0.02937148,0.5371447,0.0007301727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7992313,0.0003176802,0.0000396321,0.1942881,0.0004356665,0.000426308,0.00008838982,8.999583e-7,0.00517203],"genre_scores_gemma":[0.9947149,0.00002493166,0.0001629528,0.004037366,0.0002199728,0.000001756614,0.000005527094,0.000002829677,0.000829734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8282558,"threshold_uncertainty_score":0.9999569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020054716336662,"score_gpt":0.3152818995070387,"score_spread":0.2132764278733725,"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."}}