{"id":"W4405307030","doi":"10.1371/journal.pone.0314910","title":"The role of soil surface in a sustainable semiarid ecosystem","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Shared Hierarchical Academic Research Computing Network; Alliance de recherche numérique du Canada; Basque Center for Applied Mathematics; Eusko Jaurlaritza; Agencia Estatal de Investigación; Canada Research Chairs; Ministerio de Ciencia, Innovación y Universidades","keywords":"Ecosystem; Biodiversity; Environmental science; Ecology; Trophic level; Vegetation (pathology); Alternative stable state; Habitat; Psychological resilience; Ecosystem health; Ecosystem services; Climate change; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002671515,0.0002348378,0.0002790127,0.000426306,0.0006176476,0.001401246,0.0004612158,0.0004816646,0.001421107],"category_scores_gemma":[0.000779895,0.0001731498,0.0002856974,0.0004786612,0.001230273,0.001611624,0.001143644,0.0003103707,0.0001887087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007936259,"about_ca_system_score_gemma":0.0006465233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004604141,"about_ca_topic_score_gemma":0.004153038,"domain_scores_codex":[0.9998907,0.0000365528,0.000006649824,0.00002462079,0.00001818461,0.00002327169],"domain_scores_gemma":[0.9996659,0.00008535065,0.0001038822,0.00002415321,0.00004327093,0.00007744498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000221097,0.000220173,0.117753,0.000721733,0.0003181427,0.001691505,0.001088411,0.5239003,0.07077786,0.2133262,0.003521875,0.0664597],"study_design_scores_gemma":[0.00003597672,0.0002497937,0.129527,0.000181739,0.0001919436,0.0005680173,0.002737405,0.6445725,0.004265279,0.2064538,0.01105552,0.0001609742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282206,0.001580007,0.05182625,0.001756242,0.00007483433,0.00002453357,0.0002988233,0.0001435094,0.01607522],"genre_scores_gemma":[0.9980325,0.0002793579,0.001264432,0.00002811238,0.000004728876,0.000005840442,0.00002624353,0.000008666338,0.0003500883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004604141,"threshold_uncertainty_score":0.009154677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004538816430853545,"score_gpt":0.1730290266093553,"score_spread":0.1684902101785017,"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."}}