{"id":"W2011158049","doi":"10.5539/sar.v2n4p95","title":"Wetland Use/Cover Changes and Local Perceptions in Uganda","year":2013,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Wetland; Land cover; Geography; Subsistence agriculture; Agriculture; Population; Land use; Human settlement; Livestock; Environmental science; Agroforestry; Environmental resource management; Environmental protection; Physical geography; Ecology; Forestry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005088073,0.00009087175,0.0001074133,0.00006155744,0.000330537,0.0001607798,0.0001406646,0.0001064298,0.003023276],"category_scores_gemma":[0.00006795834,0.00005618477,0.0000168921,0.0005177102,0.0002227713,0.000448826,0.0004521525,0.0002683227,0.00101308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003790688,"about_ca_system_score_gemma":0.00001253159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03629051,"about_ca_topic_score_gemma":0.005932233,"domain_scores_codex":[0.9985346,0.0001340489,0.00008352729,0.0002738606,0.0003977522,0.0005762324],"domain_scores_gemma":[0.9995671,0.00008249724,0.00001632482,0.0001236851,0.00006829072,0.0001420874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001148323,0.0001148534,0.7761976,0.00008490889,0.000007983432,0.00008230952,0.002128479,0.00009352405,0.003723945,0.0003208764,0.2139624,0.003271664],"study_design_scores_gemma":[0.0002890156,0.0001053281,0.8847337,0.00001573658,0.000002864509,0.00001136523,0.03513253,0.0003041275,0.0001131706,0.000430317,0.0787084,0.0001534531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911432,0.0000541777,0.00003652834,0.001737788,0.00001075248,0.0005963387,0.000003469965,0.00001337739,0.006404392],"genre_scores_gemma":[0.9710028,0.000088623,0.000054501,0.00004329303,0.00003199883,0.000044279,0.00000686472,0.000003382137,0.02872427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.135254,"threshold_uncertainty_score":0.9997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844402562022317,"score_gpt":0.2510674896698313,"score_spread":0.2326234640496081,"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."}}