{"id":"W2053448056","doi":"10.4236/jwarp.2012.45031","title":"Evaluation of Groundwater Suitability for Domestic and Irrigational Purposes: A Case Study from Mingoa River Basin, Yaounde, Cameroon","year":2012,"lang":"en","type":"article","venue":"Journal of Water Resource and Protection","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Groundwater; Salinity; Irrigation; Environmental science; Nitrate; Soil salinity; Hydrology (agriculture); Structural basin; Drainage basin; Water resource management; Soil water; Geology; Soil science; Geography; Chemistry; Agronomy; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002732074,0.0001033583,0.0001882207,0.00007406591,0.0001552547,0.00005690263,0.00004504281,0.00005886754,0.0001669918],"category_scores_gemma":[0.00006771875,0.00006483503,0.00004807638,0.00004462696,0.00007059461,0.0004181664,0.00001077673,0.000114227,0.000001392679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001546573,"about_ca_system_score_gemma":0.00002223651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005646476,"about_ca_topic_score_gemma":0.0004131846,"domain_scores_codex":[0.998727,0.0002421658,0.000347137,0.0001274472,0.0003914986,0.000164772],"domain_scores_gemma":[0.9993306,0.00007335075,0.0001665556,0.00008191588,0.0002523753,0.00009524752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006176462,0.0003050497,0.8737174,0.0001315738,0.0002246927,0.00002453943,0.02426366,0.0002463898,0.004740011,4.434566e-7,0.00002809043,0.09570045],"study_design_scores_gemma":[0.004615628,0.002479901,0.9501119,0.0000848717,0.001112793,0.004870898,0.01465405,0.003537161,0.01128649,0.004392186,0.002492343,0.0003618026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983398,0.0003731254,0.000490925,0.00005849195,0.0001064746,0.0005827633,0.00001543819,0.00000348253,0.00002948406],"genre_scores_gemma":[0.9994298,0.000002436056,0.0002615724,0.00001486146,0.0002418071,0.000007464463,0.00001616319,0.000003118256,0.00002282832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09533865,"threshold_uncertainty_score":0.853582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079763851424047,"score_gpt":0.2623553626067718,"score_spread":0.2215577240925314,"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."}}