{"id":"W4407177227","doi":"10.3390/land14020315","title":"Dynamic Modeling of Soil Water Dynamics and Nitrogen Species Transport with Multi-Crop Rotations Under Variable-Saturated Conditions","year":2025,"lang":"en","type":"article","venue":"Land","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Nitrogen; Environmental science; Soil science; Variable (mathematics); Crop rotation; Agronomy; Soil water; Crop; Mathematics; Chemistry; 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":[0.0002524788,0.0003652434,0.0003437818,0.0002681894,0.000339332,0.0006164528,0.0005683562,0.0006269762,0.0004613232],"category_scores_gemma":[0.0003997348,0.0002688486,0.000539093,0.0003361242,0.00047813,0.0004350782,0.0003937644,0.0003086195,0.00005233046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006109,"about_ca_system_score_gemma":0.0009359795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06011773,"about_ca_topic_score_gemma":0.03663642,"domain_scores_codex":[0.9998997,0.00002070142,0.000007100861,0.00003877492,0.00001025282,0.00002336032],"domain_scores_gemma":[0.9998456,0.00006661537,0.00002925141,0.00001438288,0.00002635954,0.00001778813],"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":[0.00002778229,0.00003441941,0.007262431,0.00001028023,0.00001821995,0.00002527718,0.00001536768,0.9891824,0.001799514,0.0002377589,0.00003424728,0.001352339],"study_design_scores_gemma":[0.000006193704,0.00001233011,0.002468714,0.000001044575,0.00000467718,0.000003147614,0.00001235998,0.9971046,0.0002327269,0.0000805387,0.00007055192,0.000003067755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904419,0.00006381327,0.008189307,0.00004845407,0.00001076374,0.00001402475,0.0002078758,0.00004384927,0.0009800965],"genre_scores_gemma":[0.9980135,0.00004353042,0.001481697,0.000005440579,0.000002140161,0.00001352943,0.00009842455,0.000004559798,0.0003372015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06011773,"threshold_uncertainty_score":0.1195356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006951615401828259,"score_gpt":0.1971564720124122,"score_spread":0.190204856610584,"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."}}