{"id":"W4413113830","doi":"10.1111/mec.70079","title":"Coexistence in Sympatry With Gene Flow Before Speciation Has Completed","year":2025,"lang":"en","type":"article","venue":"Molecular Ecology","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Guelph; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Sympatry; Biology; Genetic algorithm; Gene flow; Evolutionary biology; Genetics; Gene; Computational biology; Sympatric speciation; Genetic variation","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":[0.0003495601,0.0001912044,0.0003161537,0.0003296143,0.0007068096,0.0006891428,0.0003031043,0.0004371679,0.00180591],"category_scores_gemma":[0.0009230553,0.0002038942,0.0002922548,0.0002613353,0.0006406833,0.0008143682,0.0007229404,0.0003988247,0.00020544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005201882,"about_ca_system_score_gemma":0.0003926531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002220188,"about_ca_topic_score_gemma":0.008299408,"domain_scores_codex":[0.9998648,0.0000217993,0.000009658656,0.00004479875,0.00002512393,0.0000337046],"domain_scores_gemma":[0.9996085,0.00009195782,0.0001090709,0.00006951807,0.00002716371,0.00009384326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006561928,0.0002122585,0.4007126,0.0003129573,0.0006791764,0.002409858,0.00271793,0.04513728,0.4816239,0.01838752,0.001143746,0.04600668],"study_design_scores_gemma":[0.0001227036,0.001201159,0.8016674,0.00009517201,0.0004815025,0.002342729,0.004054238,0.1202258,0.03026432,0.03060502,0.008794887,0.0001451233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962334,0.00006354476,0.002442595,0.00003976021,0.000003164661,0.00000391611,0.00002023708,0.0000424345,0.001150913],"genre_scores_gemma":[0.9990878,0.00002275852,0.0006299382,0.00002633951,0.000001407953,0.000004526118,0.00002907996,0.000007197129,0.0001909546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002220188,"threshold_uncertainty_score":0.006041348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005502504347966612,"score_gpt":0.2546997903491131,"score_spread":0.2491972860011464,"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."}}