{"id":"W4414056475","doi":"10.1680/jenes.24.00073","title":"Groundwater quality and heavy metal assessment of Ranbir Singh Pura, Jammu and Kashmir","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Groundwater and Watershed Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Irrigation; Hazard quotient; Water quality; Contamination; Arsenic; Pollution; Water pollution","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":[0.00107682,0.0001304372,0.0002667982,0.0001380987,0.0001241348,0.00007063958,0.0001580696,0.00003422583,0.00005652684],"category_scores_gemma":[0.00001925071,0.00009882742,0.0000520493,0.0001656681,0.0006956304,0.0005134444,0.0002329565,0.0001444342,6.203419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187805,"about_ca_system_score_gemma":0.000008927231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005483967,"about_ca_topic_score_gemma":0.000001829467,"domain_scores_codex":[0.9987997,0.00002958325,0.000374936,0.0002159579,0.0003799328,0.0001998721],"domain_scores_gemma":[0.9995869,0.00004721678,0.0001148193,0.0001145323,0.000004124982,0.0001323761],"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":[0.00002892246,0.0001442626,0.2494247,0.00005169696,0.00006449012,0.000007275155,0.0005279012,0.003120037,0.739368,0.0001639931,0.00001287514,0.00708581],"study_design_scores_gemma":[0.000492543,0.0001587377,0.9761958,0.00003884247,0.00006859141,0.00007128287,0.0002172794,0.006936572,0.0150071,0.0001687098,0.000488988,0.0001555318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965573,0.0002364937,0.002584998,0.0001864219,0.00007699909,0.00004645769,0.000002210433,0.000003918822,0.0003052324],"genre_scores_gemma":[0.9970293,0.0001712138,0.002506211,0.00003659633,0.000009488474,8.842411e-7,2.984466e-7,0.000004320421,0.0002417083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7267711,"threshold_uncertainty_score":0.4030065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007370557950749044,"score_gpt":0.2421417092620396,"score_spread":0.2347711513112906,"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."}}