{"id":"W4414544553","doi":"10.1680/jenes.24.00194","title":"Water quality assessment in Morocco’s Inaouen basin","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Water quality; Watershed; Aquifer; Sanitation; Surface water; Drainage basin; Structural basin; Hydrology (agriculture)","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":[0.000337326,0.0002690119,0.000263403,0.001515288,0.000716216,0.0006590359,0.0002036131,0.0003657352,0.0005615231],"category_scores_gemma":[0.000377907,0.00009054819,0.0002778349,0.001134253,0.0003174256,0.0002368815,0.0004505517,0.0001092295,0.00007137285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922174,"about_ca_system_score_gemma":0.001069238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1114933,"about_ca_topic_score_gemma":0.142517,"domain_scores_codex":[0.9998216,0.00003249184,0.00001736753,0.00002915084,0.00004423195,0.0000551415],"domain_scores_gemma":[0.9998525,0.00002314346,0.00004282247,0.000006039924,0.00005731455,0.00001811665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002301727,0.0001362042,0.9256129,0.0002025304,0.000106258,0.002744406,0.002708258,0.005672088,0.01795305,0.0005299269,0.0007050536,0.04339922],"study_design_scores_gemma":[0.000005889713,0.00008659295,0.9889341,0.00003789581,0.00003314644,0.0001828468,0.002851279,0.003608735,0.001698904,0.0001018757,0.002443537,0.000015232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983627,0.0002922167,0.0001451476,0.00006461595,0.00000428321,0.00001523687,0.0002080663,0.000004879354,0.0009028555],"genre_scores_gemma":[0.9992045,0.0001345504,0.0002655929,0.00001786109,0.000002912164,0.00001144874,0.0001213321,9.148015e-7,0.0002411358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1114933,"threshold_uncertainty_score":0.2216887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120144982842104,"score_gpt":0.2672215431058322,"score_spread":0.2552070448216218,"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."}}