{"id":"W2165870648","doi":"10.1111/j.1749-6632.2010.05765.x","title":"The role of gene expression in ecological speciation","year":2010,"lang":"en","type":"review","venue":"Annals of the New York Academy of Sciences","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Ecological speciation; Genetic algorithm; Reproductive isolation; Evolutionary biology; Natural selection; Gene; Gene expression; Population; Gene flow; Expression quantitative trait loci; Genetics; Genetic variation; Single-nucleotide polymorphism; Genotype","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":[0.0005407598,0.0001016592,0.000300179,0.00004138781,0.00009345567,0.000007476564,0.0009473598,0.0003829807,0.00001101967],"category_scores_gemma":[0.0001274871,0.00005133223,0.0002062259,0.0002147855,0.0003781838,0.000003034512,0.0001778481,0.0001792575,7.190439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001493913,"about_ca_system_score_gemma":0.00009777484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008488656,"about_ca_topic_score_gemma":0.000005702289,"domain_scores_codex":[0.9989905,0.000115951,0.0003498728,0.0001807308,0.0002419916,0.000120925],"domain_scores_gemma":[0.9991468,0.00005205818,0.0006374688,0.0001118087,0.0000239278,0.0000279492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002135893,0.00004102824,0.001252141,0.0002608878,0.00003333388,3.013242e-8,0.0001014389,0.0001471696,0.03621658,0.000823722,0.004454713,0.9566476],"study_design_scores_gemma":[0.00003771164,0.00004153315,0.002040066,0.0002778956,0.00001904088,0.000001180639,0.00003314562,0.000001204564,0.09926087,0.001973456,0.8962536,0.00006032084],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01337752,0.9854493,0.000001852679,0.000336298,0.000106166,0.0001956275,0.00001971821,8.679835e-7,0.0005126072],"genre_scores_gemma":[0.01872673,0.9804262,0.0004169315,0.00005483687,0.0001358906,0.000001572062,0.000004415285,0.000003018147,0.0002304314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9565873,"threshold_uncertainty_score":0.2953897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07836220155452497,"score_gpt":0.3472044324657778,"score_spread":0.2688422309112528,"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."}}