{"id":"W2999345760","doi":"10.1155/2020/2498073","title":"Regular and Irregular Vegetation Pattern Formation in Semiarid Regions: A Study on Discrete Klausmeier Model","year":2020,"lang":"en","type":"article","venue":"Complexity","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Pattern formation; Vegetation (pathology); Nonlinear system; Discretization; Discrete space; Instability; Parametric statistics; Geology; Ecology; Mathematics; Physics; Biology; Statistics","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":[0.0002810412,0.0004238599,0.0005134103,0.0005901907,0.0005967495,0.001192683,0.001059259,0.0008883826,0.001427571],"category_scores_gemma":[0.001202958,0.0002760379,0.0007375185,0.0005019818,0.001476864,0.001656571,0.000842856,0.0007757258,0.0001553201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008033208,"about_ca_system_score_gemma":0.0006160975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170197,"about_ca_topic_score_gemma":0.00398952,"domain_scores_codex":[0.9998428,0.00003980286,0.000007420006,0.00004339762,0.00003401696,0.00003271129],"domain_scores_gemma":[0.9995363,0.0001568667,0.0001297952,0.0000434771,0.00005254602,0.00008113278],"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":[0.00005115013,0.00006687045,0.006392188,0.00009332298,0.00004933925,0.0004998671,0.0004175427,0.7437293,0.005719141,0.2381769,0.0008876812,0.003916769],"study_design_scores_gemma":[0.000005652712,0.000008808566,0.0005586689,0.000004288892,0.000007678997,0.00004635959,0.00005349653,0.9799775,0.0001395513,0.01888903,0.0002959431,0.00001296602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6405705,0.001274731,0.3284064,0.001181301,0.0001056951,0.00005486974,0.0003058469,0.000197531,0.02790311],"genre_scores_gemma":[0.9919991,0.0003603961,0.004386662,0.0000360531,0.0000204069,0.00002598413,0.00004664247,0.00001804285,0.003106642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01170197,"threshold_uncertainty_score":0.02326775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04425400305219718,"score_gpt":0.2557871246001489,"score_spread":0.2115331215479517,"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."}}