{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001656634,0.0007114673,0.0006332356,0.001002028,0.0008941627,0.001561589,0.001612698,0.001429524,0.004455752],"category_scores_gemma":[0.00385877,0.0003686814,0.001141776,0.000953962,0.002771363,0.002663783,0.001921832,0.001251067,0.0008238758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461985,"about_ca_system_score_gemma":0.0006920281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031551,"about_ca_topic_score_gemma":0.001971628,"domain_scores_codex":[0.9994624,0.0003091293,0.00002015759,0.00008286844,0.00006643139,0.00005900107],"domain_scores_gemma":[0.9989203,0.0006387359,0.0001535686,0.00006573633,0.00005621557,0.0001654458],"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":[0.00006179728,0.00003605691,0.005906323,0.0000950981,0.00006524481,0.0002508854,0.0006114077,0.2874923,0.0015892,0.6901052,0.001554953,0.01223155],"study_design_scores_gemma":[0.00003011749,0.00004453705,0.001622004,0.00003116345,0.00002712877,0.0001268899,0.0001489822,0.262659,0.0001607545,0.7313491,0.003771106,0.00002922904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3581515,0.005251862,0.5420293,0.01881233,0.0004077022,0.0001165585,0.0003441982,0.0004915942,0.07439496],"genre_scores_gemma":[0.9713659,0.002652051,0.01602712,0.0007277132,0.0002450631,0.0001310409,0.00009237844,0.00007870395,0.008680021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004455752,"threshold_uncertainty_score":0.01490593,"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."}}