{"id":"W4409317779","doi":"10.1016/j.agsy.2025.104333","title":"Impact of climate change on the nitrogen budget of a dairy farm in the Fraser Valley, British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"Agricultural Systems","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Climate change; Environmental science; Geography; Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935905,0.00008317971,0.0001693849,0.000006902864,0.00008375505,0.00005380264,0.0003442177,0.0000415284,0.0000171574],"category_scores_gemma":[0.0000121809,0.00004599969,0.00007670454,0.0003461531,0.00005310366,0.00004713766,0.00008514688,0.00008775075,0.000003764364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220435,"about_ca_system_score_gemma":0.00001375491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838477,"about_ca_topic_score_gemma":0.9344216,"domain_scores_codex":[0.9989911,0.000120234,0.0002429877,0.0001432905,0.0002852295,0.0002171585],"domain_scores_gemma":[0.9995971,0.00008824319,0.0001062754,0.00017008,0.00001346826,0.00002482146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004543221,0.00004943904,0.992786,0.00002054427,0.00001865197,0.000005011326,0.0001858485,0.0001318504,0.00003863588,0.0000241198,0.006348185,0.0003871276],"study_design_scores_gemma":[0.0001858636,0.00005234475,0.9976895,0.0001105748,0.00001042644,0.000006314952,0.001242694,0.000121615,0.000008554684,0.00007666887,0.000425843,0.00006959608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950469,0.00009283764,1.468619e-7,0.0001812322,0.000162928,0.0005224802,0.0001141693,0.000005776385,0.003873521],"genre_scores_gemma":[0.9996133,0.0000478964,7.315707e-7,0.00007804549,0.00002647875,0.00007373578,0.00001956188,0.000002851898,0.0001373658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04942613,"threshold_uncertainty_score":0.1875813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006906902350850896,"score_gpt":0.193988991408483,"score_spread":0.1870820890576321,"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."}}