{"id":"W7134905556","doi":"10.65087/aehm.028.02.3","title":"Water quality assessment of Villa Victoria and Madin reservoirs: a case study","year":2025,"lang":"","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Aquatic ecosystem; Christian ministry; Risk assessment; Contamination; Water pollution; Human health; Surface water; Aquatic plant","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":[0.0004193502,0.0003367286,0.00025569,0.000907034,0.001462113,0.0008934657,0.0006542587,0.0009833913,0.0008824125],"category_scores_gemma":[0.000807227,0.0001752208,0.0003893204,0.001468309,0.0006632155,0.0004262717,0.0009450124,0.0003237962,0.00006690734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003261335,"about_ca_system_score_gemma":0.002433214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1714604,"about_ca_topic_score_gemma":0.3337747,"domain_scores_codex":[0.999616,0.00007803554,0.00002367589,0.00006378595,0.0001272216,0.00009113384],"domain_scores_gemma":[0.9995843,0.000112391,0.00008910211,0.00002521369,0.0001073549,0.00008168738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008555509,0.001459128,0.7046916,0.001187157,0.0002261582,0.08411434,0.01894821,0.02788539,0.0563143,0.00494313,0.002469634,0.0969054],"study_design_scores_gemma":[0.00005758442,0.001675021,0.8311492,0.0002902834,0.0002312259,0.01279953,0.05823472,0.05820857,0.01790951,0.001923502,0.01732746,0.0001934157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970477,0.0001217948,0.0006944005,0.0001269988,0.000002919498,0.00008609607,0.0001329278,0.000009258221,0.001777836],"genre_scores_gemma":[0.9966891,0.0001814608,0.00139972,0.00002570463,0.000002527441,0.00002606563,0.0001029843,0.000003077431,0.001569389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714604,"threshold_uncertainty_score":0.3409249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489639192976682,"score_gpt":0.3392842941465342,"score_spread":0.3143879022167673,"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."}}