{"id":"W4413770348","doi":"10.1080/09715010.2025.2531553","title":"Modelling of groundwater flow in Indira Sagar canal command at central India","year":2025,"lang":"en","type":"article","venue":"ISH Journal of Hydraulic Engineering","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Groundwater flow; Groundwater; Flow (mathematics); Hydrology (agriculture); Environmental science; Geology; Geotechnical engineering; Aquifer; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001990973,0.0004479568,0.0003042641,0.0006716257,0.0005673917,0.0011747,0.0007378908,0.0006861433,0.0004392174],"category_scores_gemma":[0.0004221512,0.0002245977,0.0004761433,0.001119572,0.0005621912,0.0004263765,0.0004023897,0.0003040191,0.00006838347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002367,"about_ca_system_score_gemma":0.002801433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1971145,"about_ca_topic_score_gemma":0.1346632,"domain_scores_codex":[0.9998717,0.00003007024,0.000007861187,0.00002488972,0.00001655955,0.00004885353],"domain_scores_gemma":[0.9998179,0.00007542063,0.00002546649,0.0000163577,0.00004301959,0.00002175425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000640486,0.00006230281,0.03287921,0.00003590375,0.00002086887,0.0002785792,0.0001871068,0.956158,0.003960009,0.0008588515,0.000294149,0.005200933],"study_design_scores_gemma":[0.00001493724,0.00005773052,0.01375536,0.000006560489,0.00001992976,0.00004086818,0.0003036221,0.9836622,0.001447377,0.0002714168,0.000398846,0.00002122819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947936,0.00004758377,0.002964796,0.00007524234,0.000004743762,0.00002536337,0.0002797374,0.000163718,0.00164517],"genre_scores_gemma":[0.9987313,0.00002943079,0.0008482194,0.00000418415,0.000001082384,0.00001198022,0.00009854072,0.00000544225,0.0002698344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1971145,"threshold_uncertainty_score":0.3919344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008118324929791917,"score_gpt":0.1896705770904736,"score_spread":0.1815522521606817,"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."}}