{"id":"W3088243608","doi":"10.22541/au.160037730.03234137","title":"Speciation in Daphnia","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Daphnia; Daphnia pulex; Genetic algorithm; Biology; Ecology; Ecological speciation; Gene flow; Species complex; Reproductive isolation; Pulex; Zooplankton; Zoology; Evolutionary biology; Phylogenetic tree; Population; Genetic variation","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":[0.0002190035,0.0001384244,0.0002204325,0.0005781424,0.0004762407,0.0005840186,0.0001246976,0.0002625107,0.001225221],"category_scores_gemma":[0.0004215677,0.0001064096,0.0002643989,0.0004776457,0.0003574706,0.0003355562,0.0006345786,0.0001859101,0.0002083663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009007341,"about_ca_system_score_gemma":0.0003120393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832195,"about_ca_topic_score_gemma":0.002536411,"domain_scores_codex":[0.9998373,0.00002568708,0.00001192125,0.00008204827,0.00002052937,0.00002259066],"domain_scores_gemma":[0.9998719,0.00003786278,0.00003488935,0.00001038954,0.00002238389,0.0000225162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006900377,0.00006767785,0.2168311,0.003206072,0.0004645805,0.002075902,0.006893425,0.006616792,0.3683665,0.02372436,0.003701801,0.3673617],"study_design_scores_gemma":[0.00005395393,0.0004166055,0.8262613,0.0003063216,0.000351089,0.003792092,0.003722735,0.003302666,0.02167771,0.01873064,0.1212977,0.00008717615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954307,0.02375384,0.004112212,0.0005129772,0.00007800733,0.00002667072,0.0003879131,0.0001037339,0.01671774],"genre_scores_gemma":[0.9916639,0.004282166,0.001472135,0.0001302374,0.0000168975,0.00001132832,0.0002401551,0.0000101445,0.002173021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001832195,"threshold_uncertainty_score":0.006535292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753912508662787,"score_gpt":0.2275475754417762,"score_spread":0.2100084503551484,"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."}}