{"id":"W2002613037","doi":"10.3126/njst.v14i1.8932","title":"Groundwater Extraction: Implications on Local Water Security of Peri-urban Area of Kathmandu Valley","year":2013,"lang":"en","type":"article","venue":"Nepal Journal of Science and Technology","topic":"Water Systems and Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Groundwater; Water table; Urbanization; Water resource management; Water security; Geography; Hydrology (agriculture); Environmental science; Water resources; Geology; Ecology","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":[0.0001858222,0.00006006065,0.0001429164,0.0003479031,0.0000547256,0.00001751817,0.0001663301,0.00007948667,0.00002442963],"category_scores_gemma":[0.000009457021,0.0000384951,0.00002131458,0.0002481907,0.0004550939,0.0003240139,0.0000253567,0.0001219661,0.000002632098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003222315,"about_ca_system_score_gemma":0.00001797021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001760087,"about_ca_topic_score_gemma":0.000007066576,"domain_scores_codex":[0.9993692,0.000004685459,0.0002743909,0.00007382732,0.0001482181,0.0001296862],"domain_scores_gemma":[0.9994112,0.00000742567,0.00007323603,0.0001104882,0.0003594469,0.00003815988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003341172,0.000319587,0.02016524,0.000200425,0.0001012415,0.00001363691,0.003697383,0.01176208,0.9125658,0.01328822,0.004767797,0.03308523],"study_design_scores_gemma":[0.001014271,0.001470238,0.01753488,0.0002057301,0.00004179583,0.001003879,0.002217829,0.03180031,0.9279215,0.01090806,0.005554263,0.000327216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927842,0.00008551456,0.0055215,0.0005991818,0.0001586351,0.00006502398,6.883954e-7,0.00001811159,0.0007671505],"genre_scores_gemma":[0.9995363,0.00004324223,0.0003604948,0.000007285497,0.00002471925,0.000002914768,2.665215e-7,0.00000397769,0.00002082682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03275801,"threshold_uncertainty_score":0.1676813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00690829961352534,"score_gpt":0.2011893471242749,"score_spread":0.1942810475107496,"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."}}