{"id":"W4310625296","doi":"10.1098/rsbl.2022.0395","title":"Hidden species diversity in an iconic living fossil vertebrate","year":2022,"lang":"en","type":"article","venue":"Biology Letters","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Peabody Museum of Natural History, Yale University; North Carolina Museum of Natural Sciences; Duquesne University; South Carolina Department of Natural Resources; University of Kansas; Royal Ontario Museum; University of Florida","keywords":"Biology; Vertebrate; Lineage (genetic); Living fossil; Evolutionary biology; Ecology; Phylogenetics; Biodiversity; Zoology; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004116127,0.0001163003,0.0001569215,0.00005784254,0.0004726044,0.000007573873,0.000487285,0.00007909517,0.007336639],"category_scores_gemma":[0.00002317364,0.0001151996,0.000044553,0.0001430385,0.0004736073,0.0001067029,0.001463312,0.0002541802,0.0001800429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139984,"about_ca_system_score_gemma":0.000007109478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004377029,"about_ca_topic_score_gemma":0.002030314,"domain_scores_codex":[0.9985937,0.0004122152,0.0001402269,0.000399336,0.00006573262,0.0003887801],"domain_scores_gemma":[0.9996092,0.00007861375,0.00005766531,0.0001996085,0.000001550976,0.00005332287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009868226,0.00007725218,0.8666329,5.854445e-7,0.000003492234,0.00002556139,0.00027409,0.00002068481,0.1289709,0.00002243227,0.00335074,0.0006114943],"study_design_scores_gemma":[0.0001854073,0.0001788936,0.9949089,7.826923e-7,0.000007042317,0.000009446163,0.0002522608,0.00004488638,0.0000902981,0.00005741571,0.004111793,0.0001529344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962838,0.00002268418,0.000005183275,0.00237829,0.0005209006,0.0001217638,0.00001914358,0.00004019852,0.0006080057],"genre_scores_gemma":[0.995166,0.00000496877,0.00008677357,0.00445348,0.00004237999,0.00002778758,0.00001392887,0.000005908468,0.0001987729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1288806,"threshold_uncertainty_score":0.9935708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02960428574678131,"score_gpt":0.2337199983133083,"score_spread":0.204115712566527,"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."}}