{"id":"W4396747914","doi":"10.1038/s42003-024-06199-1","title":"Global arthropod beta-diversity is spatially and temporally structured by latitude","year":2024,"lang":"en","type":"article","venue":"Communications Biology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Stanley Park Ecology Society; Espace pour la vie; Ministry of Environment; University of Guelph","funders":"Norges Forskningsråd; Japan International Cooperation Agency; Ontario Ministry of Research and Innovation; Consejo Nacional de Investigaciones Científicas y Técnicas; Research Grants Council, University Grants Committee; European Commission; Government of Canada; Bundesministerium für Bildung und Forschung; Guanacaste Dry Forest Conservation Fund; ResMed; Genome Canada; Canada First Research Excellence Fund; International Development Research Centre; Ontario Genomics; Forest Conservation Fund; King Saud University; Australian Government; Jane ja Aatos Erkon Säätiö; University of Pennsylvania","keywords":"Beta diversity; Biodiversity; Species richness; Alpha diversity; Ecology; Latitude; Gamma diversity; Species diversity; Global biodiversity; Arthropod; Geography; Biology","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":[0.00006576788,0.00008441575,0.0001132729,0.000004822858,0.0005321701,0.00004038617,0.0003966301,0.00007509382,0.0001097719],"category_scores_gemma":[0.000009320546,0.00003422324,0.00003589984,0.000144716,0.0002399076,0.00004875293,0.0008956653,0.0000738544,0.00002243058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001362826,"about_ca_system_score_gemma":0.000004982441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006242403,"about_ca_topic_score_gemma":0.01274927,"domain_scores_codex":[0.9995157,0.00005925768,0.00009896295,0.0001686646,0.00003725929,0.000120214],"domain_scores_gemma":[0.9997399,0.0001075277,0.00002548351,0.00006392719,0.00002583971,0.00003734671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001747505,0.00006640969,0.7893799,0.000009584219,0.0001582478,0.000002324443,0.0003322586,1.697896e-7,0.03270559,0.02305144,0.0327502,0.1215264],"study_design_scores_gemma":[0.00007959919,0.0001779591,0.5144386,0.00001453263,0.00003075185,0.000009781063,0.0001356234,0.0001255691,0.00009139292,0.009083174,0.4756186,0.0001943767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647927,0.01583454,0.00001280032,0.01510493,0.00005717744,0.0001111818,0.001306844,0.0001230526,0.002656813],"genre_scores_gemma":[0.9966016,0.002393892,0.0003484537,0.0003080166,0.00003557412,0.000003376472,0.0002221817,3.020494e-7,0.00008653386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4428684,"threshold_uncertainty_score":0.7114393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06203243311079921,"score_gpt":0.2684782929324435,"score_spread":0.2064458598216443,"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."}}