{"id":"W1547203067","doi":"10.1016/s0065-2113(10)05003-0","title":"Towards a Holistic Classification of Diffuse Agricultural Water Pollution from Intensively Managed Grasslands on Heavy Soils","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in agronomy","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Pollutant; Environmental science; Agriculture; Context (archaeology); Pollution; Environmental resource management; Environmental planning; Geography; Ecology","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":[0.00008272043,0.0003359875,0.0003712419,0.00009142742,0.00006378138,0.00002284033,0.0003098577,0.0002736316,0.0001386581],"category_scores_gemma":[0.0000130558,0.0002222012,0.0001184843,0.00003932904,0.0003372214,0.0003164499,0.0001521589,0.0004492577,0.0002442164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002772333,"about_ca_system_score_gemma":0.000006138621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002557694,"about_ca_topic_score_gemma":0.0001845193,"domain_scores_codex":[0.9984754,0.00002165376,0.0004165912,0.0005240011,0.0002913497,0.0002709547],"domain_scores_gemma":[0.9993019,0.00003637682,0.0002251841,0.0003421152,0.00002147505,0.00007294292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003710686,0.002815094,0.2332874,0.0006316953,0.0006366427,0.0002370979,0.01089988,0.008019879,0.01977835,0.1495174,0.003668878,0.566797],"study_design_scores_gemma":[0.002560867,0.0003407873,0.4253037,0.0005997913,0.000169427,0.000008462055,0.0002505331,0.000473683,0.00428914,0.4248773,0.139527,0.001599268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.600759,0.0002565754,0.000688347,0.0005489426,0.001091402,0.0006984716,0.0001828425,0.00007302949,0.3957014],"genre_scores_gemma":[0.9858775,0.0003275675,0.0006116385,0.00009938527,0.0001076642,0.00003277609,0.0005989333,0.00002816741,0.01231638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5651977,"threshold_uncertainty_score":0.9061102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452029910994075,"score_gpt":0.2250045448185166,"score_spread":0.2104842457085759,"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."}}