{"id":"W2896584913","doi":"10.1101/439059","title":"Non-linear changes in modelled terrestrial ecosystems subjected to perturbations","year":2018,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Leverhulme Trust; Microsoft Research","keywords":"Biome; Ecosystem; Trophic level; Biomass (ecology); Terrestrial ecosystem; Ecology; Alternative stable state; Environmental science; Vegetation (pathology); Population; Trophic cascade; Regime shift; Environmental change; Climate change; Biology; Food web","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":[0.0003683911,0.0004416264,0.0004355542,0.0005282981,0.0004847996,0.001032402,0.001035246,0.001706227,0.004732435],"category_scores_gemma":[0.001493358,0.0003391918,0.000899797,0.0007162515,0.0008209117,0.0006503813,0.0005961666,0.0008216685,0.0003859832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556874,"about_ca_system_score_gemma":0.0006877725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03611247,"about_ca_topic_score_gemma":0.02653175,"domain_scores_codex":[0.9998327,0.00004924919,0.00001150161,0.00004635003,0.00001920455,0.00004102166],"domain_scores_gemma":[0.9994295,0.0002752962,0.0001008062,0.00004836004,0.0000631264,0.00008280615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002934957,0.00002717139,0.003411572,0.00002268326,0.00002286409,0.00006552706,0.00003083762,0.9939595,0.0009058919,0.000807012,0.0002896795,0.0004279261],"study_design_scores_gemma":[0.00002167715,0.00002254292,0.00314481,0.000007344102,0.000009833775,0.00001917791,0.00004612623,0.9953743,0.000206044,0.0008180087,0.0003181205,0.00001206898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786332,0.0001221004,0.008162263,0.0004663199,0.00004642696,0.00004531659,0.002607449,0.0002013597,0.009715624],"genre_scores_gemma":[0.9951566,0.00008706794,0.001612594,0.00008546325,0.000006471886,0.00008025322,0.000714254,0.00003794782,0.002219221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03611247,"threshold_uncertainty_score":0.07180458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176054387724509,"score_gpt":0.2154062657003605,"score_spread":0.2036457218231154,"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."}}