{"id":"W7117304914","doi":"10.1016/j.ecohyd.2025.100723","title":"Spatio-seasonal variation in wetland water quality, heavy metal pollution and macroinvertebrate communities in the Waterberg Mountain Complex","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Biota; Wetland; Biomonitoring; Benthic zone; Seasonality; Bioindicator; Water quality; Cadmium; Hydrology (agriculture)","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":[0.0001560347,0.00009867461,0.0001420442,0.0006361924,0.0003481154,0.00036207,0.0002008542,0.0001409323,0.0004587907],"category_scores_gemma":[0.0003547123,0.0001061005,0.0001012169,0.0006502393,0.0004075381,0.0002193159,0.0003070421,0.00009558576,0.00004515009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632441,"about_ca_system_score_gemma":0.0003301691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04849733,"about_ca_topic_score_gemma":0.1399713,"domain_scores_codex":[0.9998803,0.00002053839,0.000006277474,0.00002918132,0.00001528828,0.00004834182],"domain_scores_gemma":[0.9997413,0.00003356879,0.0001253332,0.00001226519,0.00002649939,0.00006112659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005787309,0.00002657131,0.9909351,0.00001787998,0.00002973675,0.0001730689,0.00153867,0.00005340511,0.003385832,0.00002944198,0.00008274551,0.003669706],"study_design_scores_gemma":[4.675587e-7,0.000008190878,0.9994106,0.000001634605,0.000001996056,0.00002658873,0.0004212465,0.00004154089,0.00003054367,0.000003645682,0.00005281692,6.805248e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998828,0.0000176258,0.00001179622,0.000003738535,2.35877e-7,0.000001127088,0.00003294657,8.17831e-7,0.00004884224],"genre_scores_gemma":[0.9998143,0.00001760762,0.00004807561,0.000002932265,7.620887e-7,0.000003438223,0.00005269816,3.932703e-7,0.00005987183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04849733,"threshold_uncertainty_score":0.09643006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575424055964124,"score_gpt":0.233795256022961,"score_spread":0.2180410154633197,"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."}}