{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003271702,0.00006565115,0.00008366149,0.00001463355,0.0002637337,0.00002397085,0.0002907655,0.0000193323,0.0001119079],"category_scores_gemma":[0.00005450649,0.00005241063,0.0000273504,0.0008398623,0.002400541,0.0008105566,0.0001684366,0.00004575383,0.0001913432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009835752,"about_ca_system_score_gemma":0.00002445948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002168883,"about_ca_topic_score_gemma":0.0003959639,"domain_scores_codex":[0.9991095,0.000007642167,0.0001115077,0.0002854603,0.0002377583,0.0002481047],"domain_scores_gemma":[0.9997763,0.00003351688,0.00003673524,0.0001052179,0.00001117661,0.00003704467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000014756,0.00005168435,0.8270583,0.00004375205,0.00001079998,0.00001849983,0.003387701,0.008968683,0.01213756,0.00842509,0.0002473547,0.1396359],"study_design_scores_gemma":[0.0002478803,0.0001667116,0.9489805,0.00005929163,0.00001161101,0.00001374778,0.002007858,0.00528642,0.007574918,0.02274913,0.01261758,0.0002844123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791628,0.0008995638,0.0008416494,0.0001987397,0.0006008046,0.00005734848,0.00001333657,0.00003420901,0.01819151],"genre_scores_gemma":[0.9979887,0.0001045744,0.001332118,0.00004416667,0.00001001027,0.000005741297,3.953789e-7,0.000001594579,0.0005126868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1393514,"threshold_uncertainty_score":0.8844894,"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."}}