{"id":"W4385620278","doi":"10.1111/ede.12454","title":"Speciation and development","year":2023,"lang":"en","type":"review","venue":"Evolution & Development","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Genetic algorithm; Evolutionary biology; Reproductive isolation; Evolutionary developmental biology; Population; Spawn (biology); Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003556418,0.0003789372,0.0005046494,0.0001903744,0.0002050915,0.00003450467,0.0001813719,0.0003892672,0.00002189568],"category_scores_gemma":[0.0000610141,0.0003662253,0.00009351668,0.0001983998,0.00004733645,0.000002824023,0.0002945196,0.0001423064,0.0005796978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969237,"about_ca_system_score_gemma":0.00136964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000211315,"about_ca_topic_score_gemma":0.00008127174,"domain_scores_codex":[0.998067,0.00007829885,0.0006710394,0.0005972034,0.0002563313,0.0003301731],"domain_scores_gemma":[0.9992533,0.0000128183,0.0002536339,0.000268287,0.00007989683,0.000132029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005262947,0.00004620995,0.00005691155,0.002674839,0.0003165842,0.000002769251,0.0001030346,0.00001451231,0.00001220651,0.0003314359,0.006250964,0.9901853],"study_design_scores_gemma":[0.0001433818,0.0000188738,0.000925918,0.0007986868,0.00004532133,0.00002003491,0.00002122278,0.0000109513,0.000009805993,0.00001742068,0.9975396,0.0004488082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006326158,0.9895497,0.00893291,0.00001135431,0.0003878178,0.0005127201,0.0000118517,0.00006445528,0.0004659081],"genre_scores_gemma":[0.00002170477,0.9833527,0.007864022,0.00002660658,0.0002330079,0.0001640408,0.001571791,0.00006644418,0.00669971],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9912886,"threshold_uncertainty_score":0.9998789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850138874996193,"score_gpt":0.3078027919111105,"score_spread":0.2693014031611485,"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."}}