{"id":"W2189017552","doi":"10.1086/bblv227n2p133","title":"Models of Selection, Isolation, and Gene Flow in Speciation","year":2014,"lang":"en","type":"article","venue":"Biological Bulletin","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Biology; Reproductive isolation; Genetic algorithm; Evolutionary biology; Gene flow; Population; Selection (genetic algorithm); Ecological speciation; Natural selection; Incipient speciation; Genetics; Gene; Genetic variation; Machine learning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001668864,0.00004345891,0.00008611997,0.000009704177,0.00002819893,0.000002663113,0.00002978255,0.00003352896,0.0006872432],"category_scores_gemma":[0.00006023466,0.00003024328,0.00001104965,0.00006023455,0.00003391639,0.00001396812,0.00008034414,0.00002656532,0.00005375446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001823571,"about_ca_system_score_gemma":5.422837e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001882505,"about_ca_topic_score_gemma":0.0001062938,"domain_scores_codex":[0.999603,0.00004063995,0.0001202549,0.0001227724,0.00004202648,0.00007130021],"domain_scores_gemma":[0.9998762,0.00003643868,0.00003442174,0.00003174825,0.000005296485,0.00001590882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002871663,0.0000604475,0.9695333,0.000005040006,0.000003007452,1.998917e-7,0.00008100036,0.001455453,0.008942434,0.0008676595,0.003685098,0.01533762],"study_design_scores_gemma":[0.0001747431,0.0001284472,0.9493544,0.000003541558,0.000001354035,0.000001510023,0.00000897157,0.01777746,0.0003412543,0.004633433,0.02750151,0.00007336991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898178,0.00002820097,0.003468032,0.0006296345,0.00002702702,0.00008153963,0.000001020249,0.00001222191,0.005934505],"genre_scores_gemma":[0.997611,0.00004536064,0.002049369,0.00005715532,0.00002960435,0.000006327834,0.000002023007,0.000001204168,0.0001978885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02381641,"threshold_uncertainty_score":0.7524831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447232312810779,"score_gpt":0.1860419658758931,"score_spread":0.1715696427477853,"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."}}