{"id":"W2118626621","doi":"10.1111/j.1472-4642.2010.00670.x","title":"Changes in taxonomy and species distributions and their influence on estimates of faunal homogenization and differentiation in freshwater fishes","year":2010,"lang":"en","type":"article","venue":"Diversity and Distributions","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Jaccard index; Fauna; Ecology; Geography; Beta diversity; Homogenization (climate); Biology; Taxonomic rank; Species richness; Taxonomy (biology); Biodiversity; Taxon; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005783503,0.0000648966,0.00008315771,0.00003537104,0.0004489107,0.00001337541,0.00003245713,0.00004068901,0.00005415213],"category_scores_gemma":[0.00005391186,0.0000574246,0.000005483687,0.0000794168,0.0004066317,0.0001458919,0.0004776964,0.00006585439,6.410335e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001541129,"about_ca_system_score_gemma":8.581301e-7,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002338766,"about_ca_topic_score_gemma":0.02393609,"domain_scores_codex":[0.9996666,0.00001223084,0.00006058045,0.0001364965,0.00003322338,0.00009088814],"domain_scores_gemma":[0.9998395,0.00005851312,0.00002838989,0.00004248377,0.000005816444,0.00002529399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007510574,0.00004507922,0.9969922,0.0000084581,0.000004878033,5.323745e-7,0.0003538378,0.000007010157,0.0003256802,0.001975185,0.0001114425,0.0001682234],"study_design_scores_gemma":[0.0002283322,0.00002714946,0.9969457,0.000007025093,0.00001069967,5.955206e-7,0.0002916729,0.0002490706,0.000423798,0.001447134,0.0003113255,0.00005746612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983552,0.00001053641,0.0003791699,0.0005843408,0.00001541873,0.0001271984,0.0003763842,0.000005922493,0.000145826],"genre_scores_gemma":[0.9996564,0.0001507839,0.00005610321,0.00002527689,0.000002483321,0.000009286307,0.00008832008,7.581435e-7,0.00001061874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02370221,"threshold_uncertainty_score":0.9938745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266288786612605,"score_gpt":0.1806321957609214,"score_spread":0.1679693078947954,"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."}}