{"id":"W2990073235","doi":"10.1186/s12862-019-1542-9","title":"The evolution of reproductive isolation in Daphnia","year":2019,"lang":"en","type":"article","venue":"BMC Evolutionary Biology","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Excellence Research Chairs, Government of Canada; Ministerio de Economía y Competitividad; Fonds Erasme","keywords":"Daphnia pulex; Reproductive isolation; Biology; Genetic algorithm; Pulex; Ecological speciation; Gene flow; Incipient speciation; Ecology; Daphnia; Evolutionary biology; Intraspecific competition; Zoology; Genetic variation; Genetics; Gene; Crustacean; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.00037095,0.0001057376,0.000120142,0.00006958644,0.00006446223,0.000002755361,0.0001869218,0.0001747729,0.00001812281],"category_scores_gemma":[0.0001848193,0.00008628382,0.00007063132,0.0001862437,0.0001923737,0.000004465924,0.0001042752,0.00008291742,0.00003426846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008732844,"about_ca_system_score_gemma":0.0002004772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009132797,"about_ca_topic_score_gemma":0.0003031101,"domain_scores_codex":[0.9988424,0.0001953212,0.0003029369,0.0003736204,0.00007273339,0.0002129868],"domain_scores_gemma":[0.9991987,0.00004423857,0.0001350943,0.0004707389,0.0001263372,0.00002485078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000270921,0.00006312269,0.6870454,0.00001105211,0.00001913763,7.914818e-8,0.00002314349,0.003170274,0.2824059,0.02605005,0.000685349,0.0002555505],"study_design_scores_gemma":[0.0007477227,0.0004688815,0.9652316,0.000009775502,0.000007161503,0.00001697842,0.0003296894,0.01133516,0.001327654,0.007539033,0.01279511,0.0001912218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690473,0.004138276,0.02266863,0.0001934441,0.0005036324,0.0003876472,0.00002344675,0.00001159277,0.003026054],"genre_scores_gemma":[0.996414,0.0001167677,0.001573586,0.00002226706,0.0001238685,0.00001960725,0.0001459971,0.000009306183,0.00157462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810783,"threshold_uncertainty_score":0.3518552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00549929418914771,"score_gpt":0.2415156818176437,"score_spread":0.236016387628496,"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."}}