{"id":"W2128837772","doi":"10.3390/w3010001","title":"Arsenic Contamination of Groundwater in Nepal—An Overview","year":2010,"lang":"en","type":"article","venue":"Water","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":181,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Twente; University of Calgary","keywords":"Arsenic contamination of groundwater; Contamination; Arsenic; Groundwater; Environmental science; Groundwater contamination; Water resource management; Contaminated groundwater; Environmental chemistry; Aquifer; Environmental remediation; Geology; Chemistry; Biology; Materials science; Metallurgy; Ecology; Geotechnical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002345831,0.00005757614,0.00007145651,0.00003281033,0.00002351103,0.000009184278,0.00008257665,0.00005038213,0.005563936],"category_scores_gemma":[0.000007051188,0.00004180624,0.00002238426,0.00004920005,0.00006486677,0.0003128051,0.00004477963,0.00007948975,0.0003290686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002950755,"about_ca_system_score_gemma":0.000002422742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005001648,"about_ca_topic_score_gemma":0.004831496,"domain_scores_codex":[0.9994298,0.00003182594,0.0001611993,0.0001314348,0.0001269099,0.0001188704],"domain_scores_gemma":[0.9997836,0.000007554263,0.00002818735,0.0001422514,0.000006759628,0.00003169281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000009812507,0.0001616361,0.07296047,0.000009532701,0.000002525681,0.000003439809,0.00349346,0.00001417723,0.8430176,0.001988466,0.000122607,0.07821628],"study_design_scores_gemma":[0.0006063496,0.00007245905,0.7893909,0.000008561612,0.000006504633,0.000006214028,0.0001259928,0.001657624,0.1795963,0.002109464,0.02626612,0.000153528],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945294,0.000003255739,0.00008204897,0.0002259762,0.0001259564,0.0001109216,4.580373e-7,0.00001193872,0.004910068],"genre_scores_gemma":[0.9979733,0.000005379627,0.0002353598,0.0001451129,0.00001444536,0.000009363371,0.00002131354,0.000005660409,0.001590122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7164304,"threshold_uncertainty_score":0.9953451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556909617082432,"score_gpt":0.2543497201844518,"score_spread":0.2387806240136275,"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."}}