{"id":"W4399693771","doi":"10.1016/j.gsd.2024.101233","title":"Modeling of agricultural water policies to guarantee water supply under climate change","year":2024,"lang":"en","type":"article","venue":"Groundwater for Sustainable Development","topic":"Water resources management and optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"College of Agriculture, Ferdowsi University of Mashhad","keywords":"Water supply; Climate change; Agriculture; Groundwater; Environmental science; Water resource management; Natural resource economics; Water treatment; Business; Environmental engineering; Economics; Geology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002428191,0.0002705361,0.000222859,0.0003724534,0.0001510093,0.0003094214,0.0001858255,0.0000695761,0.00003890784],"category_scores_gemma":[0.000001101659,0.0001583163,0.00007986411,0.0001504169,0.0000123753,0.0005337779,0.0002039293,0.00006475847,0.00007778905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597391,"about_ca_system_score_gemma":0.000006229223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007552528,"about_ca_topic_score_gemma":0.00001797733,"domain_scores_codex":[0.9981687,0.000009649548,0.0003848322,0.0002616865,0.0001899231,0.0009851779],"domain_scores_gemma":[0.9996675,0.000005400192,0.000006953832,0.0001373422,0.0001263703,0.00005638417],"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":[0.00004722473,0.00003841328,0.00004659011,0.003822936,0.000251514,0.00002379674,0.04998893,0.9363238,0.00257941,0.004320235,0.0008769399,0.001680251],"study_design_scores_gemma":[0.001274269,0.0002530326,0.001009779,0.0006010425,0.0001956138,0.00001783115,0.01977219,0.4260622,0.3344647,0.002710688,0.2115151,0.002123605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319845,0.0001909402,0.06461081,0.0005063214,0.0003063287,0.001243352,0.000004200702,0.0004217252,0.000731768],"genre_scores_gemma":[0.9925633,0.00003308275,0.00226848,0.00008153302,0.0001260771,0.000547167,0.000295736,0.00006800699,0.004016622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5102616,"threshold_uncertainty_score":0.6455952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440183882854826,"score_gpt":0.2088270492453052,"score_spread":0.1944252104167569,"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."}}