{"id":"W2510888635","doi":"10.1007/s00267-016-0764-5","title":"Impacts, Perceptions and Management of Climate-Related Risks to Cage Aquaculture in the Reservoirs of Northern Thailand","year":2016,"lang":"en","type":"article","venue":"Environmental Management","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Business; Climate change; Stocking; Aquaculture; Risk perception; Extreme weather; Risk management; Forest management; Environmental resource management; Cold wave; Fishery; Perception; Geography; Environmental science; Agroforestry; Ecology; Fish <Actinopterygii>; Forestry; Finance; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003203411,0.0001847847,0.0001812614,0.00004477459,0.00009605145,0.000008941526,0.000291725,0.00003805726,0.0007462702],"category_scores_gemma":[0.00000254882,0.00009939602,0.00006768848,0.0001652966,0.000237672,0.0000989364,0.0008247315,0.0000643258,0.0001494304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028495,"about_ca_system_score_gemma":4.080104e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002653226,"about_ca_topic_score_gemma":0.0009507202,"domain_scores_codex":[0.99862,0.00006929573,0.0003247809,0.0003227125,0.0003855972,0.0002776389],"domain_scores_gemma":[0.9994805,0.00002270074,0.00009974837,0.000338835,0.000001055963,0.00005720191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000540184,0.0003109548,0.9695626,0.0001056152,0.0001287156,0.00002761961,0.003566102,0.0001477254,0.004002797,0.0004132078,0.001138582,0.02054202],"study_design_scores_gemma":[0.0006291842,0.000111088,0.9852051,0.00009286527,0.00006338313,0.000002116062,0.006910402,0.000003586551,0.0001077781,0.0001425016,0.006589697,0.0001423604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654384,0.00009278675,0.00002360039,0.001143586,0.00002143113,0.0007299011,0.00004166119,0.00000868928,0.03249992],"genre_scores_gemma":[0.9944284,0.003944549,0.0003611996,0.00008699144,0.000005622574,0.00005725607,0.000008331808,0.00001112848,0.001096532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03140339,"threshold_uncertainty_score":0.8171135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009944184224958698,"score_gpt":0.2393411728374448,"score_spread":0.2293969886124861,"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."}}