{"id":"W2313586886","doi":"10.14288/1.0088044","title":"Speciation in sympatric sticklebacks: hybridization, reproductive isolation and the maintenance of diversity","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sympatric speciation; Reproductive isolation; Genetic algorithm; Biology; Isolation (microbiology); Diversity (politics); Sympatry; Evolutionary biology; Ecology; Zoology; Fishery; Population; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002862285,0.0001560445,0.0002054501,0.000652065,0.0006967756,0.0004775228,0.0002350569,0.0002725477,0.0006071462],"category_scores_gemma":[0.0005587891,0.00009275894,0.00009647345,0.0004139008,0.0007510726,0.0003306545,0.0006289468,0.0002179934,0.00004715862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006982976,"about_ca_system_score_gemma":0.0003080125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012664,"about_ca_topic_score_gemma":0.04279023,"domain_scores_codex":[0.9998566,0.0000256081,0.00001088746,0.00003981359,0.00003653626,0.00003057089],"domain_scores_gemma":[0.9995922,0.00007300684,0.0001746969,0.000022992,0.00004445848,0.00009259018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641615,0.00006010819,0.8114613,0.000110485,0.0001287126,0.0005160797,0.00399165,0.0003776019,0.1678229,0.0005646826,0.00005713656,0.01464525],"study_design_scores_gemma":[0.000001828799,0.00005426209,0.9984831,0.000004140116,0.000009676884,0.000111402,0.0005205006,0.0001353709,0.0004691657,0.0001080761,0.00009801402,0.000004566401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997215,0.00006848205,0.00004534817,0.000006280332,2.78448e-7,8.707117e-7,0.000004721716,8.978843e-7,0.0001517474],"genre_scores_gemma":[0.9998515,0.0000271352,0.00005370398,0.000007240357,7.099229e-7,0.000001444868,0.0000114005,3.687607e-7,0.00004645906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.012664,"threshold_uncertainty_score":0.02518058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005196890025916863,"score_gpt":0.1615144118043146,"score_spread":0.1563175217783977,"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."}}