{"id":"W4385217118","doi":"10.56557/jogee/2023/v18i38320","title":"Physicochemical Alteration and Water Quality Index of Ede-Onyima Lake, Okarki-Engenni, in Rivers State, Nigeria","year":2023,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Sustenance; Environmental science; Turbidity; Aquatic ecosystem; Hydrology (agriculture); Water resource management; Environmental protection; Ecology; Biology","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":[0.0001112994,0.0002078003,0.000221163,0.0008308953,0.0005897884,0.0004862487,0.00006757388,0.0001959477,0.0006378949],"category_scores_gemma":[0.0002514511,0.0001555599,0.0001279944,0.0009507617,0.0003032126,0.0001997364,0.0003092274,0.0001641424,0.00008639767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004693848,"about_ca_system_score_gemma":0.0003508467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334475,"about_ca_topic_score_gemma":0.06470269,"domain_scores_codex":[0.9999118,0.000007376708,0.00001686164,0.00001951981,0.00002720833,0.00001732291],"domain_scores_gemma":[0.9999045,0.00001226146,0.00003468989,0.000003059339,0.0000285372,0.00001696364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002104449,0.00009560256,0.9799227,0.00008437943,0.00002661551,0.0007163867,0.001183304,0.0002165418,0.01075102,0.00009792956,0.0002220964,0.00647299],"study_design_scores_gemma":[0.000003912388,0.00007578611,0.9960264,0.00001142659,0.00001502687,0.0003023176,0.001854335,0.0002790155,0.00076925,0.00004018426,0.000616239,0.000006235169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991091,0.00006882891,0.00003545794,0.0000132302,0.000002330313,0.000007234001,0.0001225486,0.000001349359,0.0006398485],"genre_scores_gemma":[0.9989513,0.00007746782,0.0001264554,0.000008132944,0.000001742916,0.000008597961,0.0001856872,6.750602e-7,0.0006397803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334475,"threshold_uncertainty_score":0.02653414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320478170820182,"score_gpt":0.2657656291432512,"score_spread":0.2525608474350494,"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."}}