{"id":"W4378552861","doi":"10.21608/eijest.2021.105328.1111","title":"Canadian Water Quality Index of Port Harcourt Groundwater","year":2022,"lang":"en","type":"article","venue":"The Egyptian International Journal of Engineering Sciences and Technology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Port harcourt; Index (typography); Groundwater; Port (circuit theory); Environmental science; Water quality; Hydrology (agriculture); Quality (philosophy); Water resource management; Geology; Computer science; Engineering; Sociology; Geotechnical engineering; Electrical engineering; Socioeconomics; World Wide Web; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001175774,0.00005332591,0.00008785886,0.0002284386,0.0001392821,0.000022476,0.0006372174,0.00002294416,0.0008965816],"category_scores_gemma":[0.00001676711,0.00003263193,0.00002968051,0.0001635565,0.0002358548,0.0001134672,0.0002308627,0.00017989,0.000003689625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578521,"about_ca_system_score_gemma":0.00003129073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00853742,"about_ca_topic_score_gemma":0.0009973411,"domain_scores_codex":[0.9991002,0.00002900278,0.0002555863,0.00007933813,0.0003881057,0.0001477396],"domain_scores_gemma":[0.999743,0.00001702862,0.0001019586,0.00007021712,0.00002279174,0.00004498082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001003617,0.0003512495,0.5332459,0.00002251775,0.0004207641,0.0001849803,0.008541528,0.2543721,0.09143288,0.09094964,0.002905564,0.0174725],"study_design_scores_gemma":[0.00209592,0.001810124,0.3473382,0.00006972979,0.000063689,0.003753012,0.006202315,0.01855875,0.04255741,0.04475527,0.5318319,0.0009637082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756175,0.00002498076,0.0006838822,0.02278654,0.0004658955,0.00003160691,0.000005548155,0.000006665545,0.0003774054],"genre_scores_gemma":[0.9992969,0.000007657083,0.0003474681,0.0001775797,0.00002461561,0.000002116656,5.895475e-7,0.000002462888,0.0001405912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5289263,"threshold_uncertainty_score":0.9980648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136148205907377,"score_gpt":0.2537298486458641,"score_spread":0.2423683665867903,"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."}}