{"id":"W4213058252","doi":"10.1002/ece3.8590","title":"Think globally, measure locally: The MIREN standardized protocol for monitoring plant species distributions along elevation gradients","year":2022,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Horizon 2020 Framework Programme; Universidad de Concepción; Universidad Nacional de Cuyo; Afromontane Research Unit, University of the Free State; Rufford Foundation; Université de Lausanne; Vetenskapsrådet; Agencia Nacional de Investigación y Desarrollo; Akademie Věd České Republiky; Instituto de Ecología y Biodiversidad; Secretaría de Educación Superior, Ciencia, Tecnología e Innovación; Österreichischen Akademie der Wissenschaften; Comisión Nacional de Investigación Científica y Tecnológica; Universiteit van die Vrystaat; Missouri Botanical Garden; Murdoch University; Fondo Nacional de Desarrollo Científico y Tecnológico; Centers for Disease Control and Prevention; Fonds Wetenschappelijk Onderzoek; U.S. Forest Service; Technology Agency of the Czech Republic; Deutsche Forschungsgemeinschaft; Universität für Bodenkultur Wien; Strong","keywords":"Species richness; Range (aeronautics); Ecology; Plant community; Elevation (ballistics); Climate change; Vegetation (pathology); Species distribution; Native plant; Replicate; Global change; Geography; Sampling (signal processing); Introduced species; Environmental science; Physical geography; Habitat; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005576796,0.0001018721,0.0001027191,0.00001643876,0.001610466,0.00003117002,0.0001605248,0.00005557231,0.002767478],"category_scores_gemma":[0.00008199263,0.00008207587,0.00004888018,0.0001663599,0.0001776335,0.0001101127,0.0001959133,0.0001295674,0.00002658408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481793,"about_ca_system_score_gemma":0.00002383247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007611584,"about_ca_topic_score_gemma":0.0005476279,"domain_scores_codex":[0.9989689,0.00011222,0.0001744551,0.0002200816,0.0002548475,0.0002694923],"domain_scores_gemma":[0.9996627,0.00006061191,0.0000970746,0.0001159413,0.00002220411,0.00004148579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009281941,0.0003674346,0.8674092,0.00003037174,0.0000624053,0.000004235883,0.0008436199,0.0003797661,0.00422948,0.02718466,0.09796094,0.0005997467],"study_design_scores_gemma":[0.001061132,0.0001657072,0.9149935,0.000003981875,0.00001768134,0.00001497302,0.001540237,0.000252186,0.0001530105,0.001291901,0.08040155,0.0001041246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257563,0.00003305119,0.004845224,0.004874885,0.0009352606,0.0577822,0.002217905,0.0001586057,0.003396547],"genre_scores_gemma":[0.9539833,0.000003082442,0.00004220443,0.00006578092,0.00005550536,0.04543371,0.0002017496,0.000005413727,0.000209254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04758437,"threshold_uncertainty_score":0.9996893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020472168639842,"score_gpt":0.2663690969832817,"score_spread":0.2361643752968832,"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."}}