{"id":"W2024247819","doi":"10.1007/s10113-012-0369-3","title":"Linking global drivers with local and regional change: a social-ecological system approach in Chilika Lagoon, Bay of Bengal","year":2012,"lang":"en","type":"article","venue":"Regional Environmental Change","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Waterloo","funders":"Canada Research Chairs","keywords":"Sustainability; Geography; Fishery; Wetland; Ecology; Environmental resource management; Environmental science; 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":[0.0007312821,0.0003444807,0.0002712772,0.001854841,0.001485028,0.002606907,0.001049588,0.0003906648,0.002422887],"category_scores_gemma":[0.002099477,0.0002476464,0.0004541806,0.003774856,0.001821747,0.001315749,0.002188813,0.0004937297,0.000117139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008464504,"about_ca_system_score_gemma":0.003441403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4495246,"about_ca_topic_score_gemma":0.576786,"domain_scores_codex":[0.9994455,0.0002198062,0.00002749358,0.0000618135,0.00003138096,0.000214037],"domain_scores_gemma":[0.9991416,0.0002844834,0.0001977993,0.00004919646,0.0001282086,0.0001987513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001327072,0.0001600376,0.968135,0.00007562583,0.0002781354,0.00185449,0.01195579,0.003829376,0.0008425089,0.004686153,0.0004113667,0.007638883],"study_design_scores_gemma":[0.00001513628,0.00008344501,0.9244877,0.00002732394,0.000137458,0.000146572,0.06045591,0.01165035,0.0002596897,0.001322286,0.001380778,0.00003342045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988214,0.00003938747,0.00009579287,0.0001865469,0.000002528103,0.00001291218,0.0001158416,0.000003564286,0.000721988],"genre_scores_gemma":[0.9996815,0.00002945699,0.00006073721,0.000005680711,0.000001016144,0.000005765713,0.00003528562,0.00000111853,0.0001793957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4495246,"threshold_uncertainty_score":0.8938162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446282304937221,"score_gpt":0.2074934684258381,"score_spread":0.162865237932116,"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."}}