{"id":"W2025347324","doi":"10.1038/npre.2011.6054.1","title":"Speciation &amp; the origin of communities","year":2011,"lang":"en","type":"preprint","venue":"Nature Precedings","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Metacommunity; Parapatric speciation; Allopatric speciation; Genetic algorithm; Neutral theory of molecular evolution; Biodiversity; Population; Ecology; Natural selection; Ecological speciation; Biology; Evolutionary biology; Selection (genetic algorithm); Genetic diversity; Computer science; Genetics; Biological dispersal","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003924266,0.0001090298,0.0001876031,0.0004860652,0.0008739837,0.000951256,0.0003481791,0.0003514822,0.0016739],"category_scores_gemma":[0.00145896,0.0001313893,0.0001392547,0.0002846631,0.0007844283,0.0007754978,0.0005774233,0.0003175179,0.0001774481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009585693,"about_ca_system_score_gemma":0.0002814726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002464653,"about_ca_topic_score_gemma":0.001815717,"domain_scores_codex":[0.9998633,0.0000311935,0.000004601471,0.00005264358,0.00003060808,0.000017649],"domain_scores_gemma":[0.999358,0.0001538061,0.0001363966,0.00007140263,0.000134061,0.0001463306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003741187,0.0001392569,0.1247898,0.0004083023,0.0001554311,0.001143344,0.001562408,0.06566808,0.1248665,0.6072381,0.00536617,0.06828842],"study_design_scores_gemma":[0.00005959245,0.00006973318,0.07079802,0.00007079762,0.00003447496,0.001202571,0.0007809474,0.2922806,0.01664603,0.6038768,0.01412556,0.00005487359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965063,0.0004419532,0.02776308,0.0008038632,0.00002187436,0.00001085744,0.0001655058,0.00009195985,0.005638008],"genre_scores_gemma":[0.995911,0.00004731788,0.003551961,0.00001882442,0.000004905023,0.000003529022,0.00003694184,0.000005480566,0.0004199902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002464653,"threshold_uncertainty_score":0.006954968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114510469548338,"score_gpt":0.2863386737811361,"score_spread":0.2651935690856528,"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."}}