{"id":"W4385769866","doi":"10.13005/ojps08.01.07","title":"Assessment of Quality Indices of Drinkable Water Sources in Dumne, Mboi and Zumo of Song Local Government Area, Adamawa State using CCME Method","year":2023,"lang":"en","type":"article","venue":"Oriental Journal of Physical Sciences","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Total dissolved solids; Water quality; Turbidity; Alkalinity; Total suspended solids; Environmental science; Borehole; Nitrate; Chemical oxygen demand; Fluoride; Environmental chemistry; Hydrology (agriculture); Chemistry; Environmental engineering; Wastewater; Ecology; Geology; 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":[0.0002568115,0.0002991671,0.0003164351,0.001660074,0.0003507135,0.0005108071,0.0001568114,0.0002582442,0.0004528209],"category_scores_gemma":[0.0004934495,0.0001433117,0.000189482,0.001722556,0.0002542953,0.0002968178,0.0004161812,0.0001532542,0.00006385026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004948133,"about_ca_system_score_gemma":0.0004166907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138334,"about_ca_topic_score_gemma":0.04229232,"domain_scores_codex":[0.9997646,0.00003381809,0.00003134593,0.00004686856,0.00009479401,0.0000286018],"domain_scores_gemma":[0.9997154,0.00004988306,0.0001022885,0.00001105472,0.00009894853,0.00002253743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001560089,0.0001246803,0.9303722,0.000270141,0.0000777048,0.0009109807,0.002435734,0.0008000725,0.02403298,0.0002258613,0.0002406518,0.04035288],"study_design_scores_gemma":[0.000006256596,0.0001426396,0.9846413,0.00003870219,0.00003342452,0.0003867494,0.00564853,0.001640793,0.005412679,0.0001368883,0.001892972,0.00001913927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981041,0.0001483663,0.0004255257,0.000023672,0.000002734858,0.000028301,0.0001896928,0.000004122264,0.001073417],"genre_scores_gemma":[0.9973078,0.0001836454,0.001558286,0.00001069326,0.000002101491,0.00002988877,0.0002544757,0.00000178271,0.0006512857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138334,"threshold_uncertainty_score":0.02263421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03846654314643364,"score_gpt":0.3685319936675306,"score_spread":0.330065450521097,"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."}}