{"id":"W4403329634","doi":"10.1126/sciadv.adn6007","title":"Drivers of woody dominance across global drylands","year":2024,"lang":"en","type":"article","venue":"Science Advances","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Thompson Rivers University","funders":"Universidad de Buenos Aires; King Abdullah University of Science and Technology; Ferdowsi University of Mashhad; Bayerische Forschungsallianz; Bundesministerium für Bildung und Forschung; National Natural Science Foundation of China; Generalitat Valenciana; Deutsche Forschungsgemeinschaft; Secretaría de Ciencia y Técnica, Universidad de Buenos Aires; National Science Foundation; Northern Arizona University; Universidad de Alicante; Agencia Nacional de Promoción de la Investigación, el Desarrollo Tecnológico y la Innovación; European Commission","keywords":"Grazing; Dominance (genetics); Woody plant; Rangeland; Shrub; Conservation grazing; Ecology; Ecosystem; Agroforestry; Environmental science; Abiotic component; Biology; Agronomy","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":[0.0002337836,0.0001499618,0.0002066854,0.0006858932,0.0002373629,0.0004498042,0.00008698628,0.0001028085,0.0009473157],"category_scores_gemma":[0.0004657377,0.00008498494,0.0001290666,0.0007273348,0.0002549641,0.0002576291,0.0005184629,0.0001721751,0.00006151342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263653,"about_ca_system_score_gemma":0.0001303284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005304596,"about_ca_topic_score_gemma":0.01755812,"domain_scores_codex":[0.9998941,0.00002126496,0.000007205617,0.00003377673,0.00001318053,0.00003038983],"domain_scores_gemma":[0.9997001,0.00004388332,0.0001506456,0.00001685643,0.00003309244,0.00005547043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000304867,0.000008209361,0.9923923,0.00002682004,0.00005635331,0.00008599798,0.0003188412,0.0002370742,0.001567306,0.0002205566,0.0001075065,0.004948528],"study_design_scores_gemma":[7.042012e-7,0.000004812764,0.9993622,0.000002619239,0.000005017434,0.00003458861,0.0002314845,0.00007194099,0.00002429327,0.00005524346,0.0002059673,0.000001200661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989697,0.0002215391,0.00008769478,0.00002885429,0.000001564496,0.000002095191,0.0001679411,0.000002392519,0.0005182633],"genre_scores_gemma":[0.9996322,0.000105449,0.00005043839,0.000009920955,0.000002154437,0.000001908278,0.0001376623,8.880953e-7,0.00005937939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005304596,"threshold_uncertainty_score":0.01054746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004743826797760718,"score_gpt":0.2936842643310515,"score_spread":0.2889404375332909,"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."}}