{"id":"W4403155388","doi":"10.1016/j.jglr.2024.102451","title":"Integrated water quality assessment of open water bodies using empirical equations and remote sensing techniques in Bangweulu Wetland lakes, Zambia","year":2024,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Wetland; Open water; Water quality; Environmental science; Hydrology (agriculture); Quality (philosophy); Remote sensing; Water resource management; Geography; Geology; Ecology; Oceanography; Geotechnical engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002850933,0.0003171186,0.0003082731,0.0008378596,0.0004631011,0.0007454501,0.0002639528,0.0002743051,0.0003595515],"category_scores_gemma":[0.0005598899,0.0003220147,0.0003804599,0.0008162367,0.000273404,0.0004797043,0.0004323093,0.0002204215,0.00005534693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747987,"about_ca_system_score_gemma":0.0009582827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3354354,"about_ca_topic_score_gemma":0.5351557,"domain_scores_codex":[0.9998653,0.00002869299,0.00001749447,0.00002889821,0.00001960332,0.00004008623],"domain_scores_gemma":[0.9998754,0.00002515882,0.00003240237,0.00001034142,0.00004524986,0.0000113727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000614148,0.0001912039,0.9007258,0.0002459118,0.0002852738,0.0006886244,0.003218845,0.01973862,0.02336341,0.0006597273,0.000424036,0.04984437],"study_design_scores_gemma":[0.00002442675,0.0000780144,0.9683493,0.00003560418,0.0001372904,0.00005919705,0.001646748,0.02768703,0.001358198,0.0000630937,0.0005432167,0.000017789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991772,0.00007617223,0.0003294177,0.00001713085,0.000001053974,0.00001598706,0.0001047298,0.000009236025,0.0002691099],"genre_scores_gemma":[0.9987085,0.0000577135,0.0008446483,0.000004418791,6.533624e-7,0.00001612247,0.0001024551,0.000001701397,0.0002638397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3354354,"threshold_uncertainty_score":0.6669658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2574780285962676,"score_gpt":0.4916229254238247,"score_spread":0.2341448968275572,"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."}}