{"id":"W2131781041","doi":"","title":"A Study on Degradation of Coastal Wetlands using Examples from Greece and Canada","year":2014,"lang":"en","type":"article","venue":"International Journal of Ecology & Development","topic":"Water resources management and optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wetland; Nova scotia; Sustainability; Geography; Current (fluid); Environmental protection; Environmental science; Ecology; Oceanography; Archaeology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001352588,0.00006404226,0.0001122713,0.0001243611,0.00001941246,0.00001464928,0.0001139973,0.00001854401,0.00001702007],"category_scores_gemma":[0.00002115945,0.00005798027,0.00001062831,0.00002247264,0.000008806541,0.00006058455,0.00003291522,0.00005203409,3.550109e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009931055,"about_ca_system_score_gemma":0.00004574398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004133823,"about_ca_topic_score_gemma":0.1684538,"domain_scores_codex":[0.9993679,0.00002344111,0.0002892713,0.00005388106,0.000205931,0.00005959054],"domain_scores_gemma":[0.9996637,0.00005697114,0.0001273276,0.00003040723,0.00009653106,0.0000250975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007153705,0.0001051085,0.8686079,0.000006253936,0.0006972078,0.0000389755,0.0011447,0.1191375,0.000690701,0.00006425386,0.0003000787,0.009135797],"study_design_scores_gemma":[0.001069787,0.0001097851,0.9811981,0.00003946454,0.00002880682,0.00001103342,0.0003946229,0.01311339,0.002041867,0.00004489674,0.001849,0.00009918451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936284,0.000005514891,0.005612071,0.00004796169,0.0004918828,0.00004697111,0.000002535005,0.000004361555,0.0001603364],"genre_scores_gemma":[0.9964775,0.000007265365,0.003389989,0.00003141162,0.00005681451,9.308089e-7,0.00001181628,0.000006058895,0.00001817531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.16432,"threshold_uncertainty_score":0.8467197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596990269997095,"score_gpt":0.2116021656906259,"score_spread":0.1956322629906549,"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."}}