{"id":"W2625501967","doi":"","title":"Water Quality Evaluation of Domestic Wells in Surman, Northwestern Libya","year":2017,"lang":"en","type":"article","venue":"Nova Journal of Engineering and Applied 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; Groundwater; Environmental science; Environmental chemistry; Environmental engineering; Chemistry; Geology; Geotechnical engineering; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004113399,0.00006055081,0.0001346287,0.00005363602,0.00008570167,0.00005552613,0.0002206742,0.00002416322,0.0001154357],"category_scores_gemma":[0.00003078485,0.0000401974,0.00002141724,0.00005163832,0.0001803908,0.0002205327,0.00006162914,0.00007959726,0.000006480689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003254362,"about_ca_system_score_gemma":0.00001478006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00020802,"about_ca_topic_score_gemma":0.00006778051,"domain_scores_codex":[0.9989539,0.00003018803,0.0003050918,0.0000940091,0.0004918551,0.0001249339],"domain_scores_gemma":[0.9996238,0.00003530305,0.0001825146,0.00009937499,0.00001381808,0.00004524175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002753925,0.0001282475,0.3161443,0.00005349864,0.00001518782,0.000003765469,0.003014859,0.5504637,0.1195739,0.0008280142,0.00003029529,0.009716681],"study_design_scores_gemma":[0.0005365663,0.00005165845,0.9758422,0.00003805017,0.00001278096,0.00001065223,0.00009659449,0.004468294,0.01812868,0.0004784723,0.0002367699,0.00009924021],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981982,0.00001629622,0.0002300002,0.0002093087,0.0001383461,0.00004794763,8.190111e-7,0.000001957494,0.001157169],"genre_scores_gemma":[0.999309,0.000006672153,0.0006315009,0.00001511275,0.00002190255,8.283477e-7,1.796721e-7,0.000001835434,0.00001294168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6596979,"threshold_uncertainty_score":0.1639203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08987339464923998,"score_gpt":0.3525158670804144,"score_spread":0.2626424724311744,"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."}}