{"id":"W4402889464","doi":"10.1007/978-981-97-4102-1_6","title":"Salt and Water Dynamics Under Saline Irrigation: Modeling Approaches","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Saline water; Salt (chemistry); Irrigation; Salt water; Saline; Environmental science; Dynamics (music); Water resource management; Geology; Environmental engineering; Salinity; Chemistry; Agronomy; Physics; Oceanography; Biology","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":[0.0001740046,0.0008340636,0.0006701289,0.0003647973,0.0003597536,0.001354596,0.001243814,0.001298743,0.005597378],"category_scores_gemma":[0.0003806792,0.00047774,0.0007115175,0.0007050658,0.0006369135,0.001851588,0.0006679739,0.0008270509,0.001662449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007517859,"about_ca_system_score_gemma":0.0007539036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007796868,"about_ca_topic_score_gemma":0.009384989,"domain_scores_codex":[0.9999292,0.00001694012,0.000002916331,0.00001582365,0.00002913202,0.000006084889],"domain_scores_gemma":[0.9999319,0.00003494416,0.000006382871,0.000007084788,0.00001610031,0.00000346455],"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":[0.00001348437,0.00007112925,0.0003680491,0.0002058222,0.00002347218,0.0001142147,0.0001455125,0.5981841,0.002423743,0.3181665,0.01596898,0.06431494],"study_design_scores_gemma":[0.000005217006,0.00002836609,0.0003850772,0.00008788682,0.00002416646,0.00009328215,0.00009028524,0.7498443,0.0009973547,0.1800837,0.06833225,0.00002817929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01442358,0.01736207,0.5537087,0.002675703,0.0009857598,0.00008312491,0.0007010766,0.0005637772,0.4094962],"genre_scores_gemma":[0.3559017,0.04916066,0.09183805,0.0009848842,0.001265455,0.0003039658,0.0006747428,0.000509286,0.4993612],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007796868,"threshold_uncertainty_score":0.0187251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164587596917669,"score_gpt":0.1910480411048981,"score_spread":0.1594021651357214,"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."}}