{"id":"W7100647525","doi":"","title":"An integrated approach to model wetland dynamics in a changing landscape: A case study from South Africa.","year":2015,"lang":"en","type":"article","venue":"","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wetland; Variety (cybernetics); Ramsar site; Water cycle; Sustainable development; Environmental degradation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005520139,0.0007079651,0.0004369721,0.0006257136,0.0008812996,0.001328725,0.0009702446,0.001934546,0.00255698],"category_scores_gemma":[0.001723879,0.000331544,0.0006376031,0.000747397,0.0006313174,0.0008160414,0.001089163,0.0009041249,0.0001464492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410187,"about_ca_system_score_gemma":0.0009486001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07258632,"about_ca_topic_score_gemma":0.08389147,"domain_scores_codex":[0.9998622,0.0000696686,0.000007557016,0.00002135238,0.00001197666,0.00002733127],"domain_scores_gemma":[0.9992247,0.0005689721,0.00004778446,0.00002363245,0.00006571686,0.00006924542],"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":[0.000135805,0.0003698812,0.01461817,0.0001507586,0.000078987,0.002759618,0.0007176145,0.9609525,0.001621125,0.006241231,0.001089544,0.01126471],"study_design_scores_gemma":[0.00003116692,0.0000747116,0.002859757,0.0000217827,0.00003094804,0.0001070902,0.0008440335,0.9926068,0.0002536784,0.001466094,0.001689413,0.00001451828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955934,0.0005850529,0.03177388,0.0007743987,0.00003887495,0.000218939,0.0006235041,0.0001243052,0.009926996],"genre_scores_gemma":[0.9687036,0.0004111726,0.02730415,0.00004561897,0.00001147883,0.0001512462,0.0002348804,0.00003262884,0.003105195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07258632,"threshold_uncertainty_score":0.1443276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063979568519859,"score_gpt":0.2224514158030826,"score_spread":0.181811620117884,"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."}}