{"id":"W2542181518","doi":"10.1139/er-2016-0024","title":"Simulating phosphorus loss to subsurface tile drainage flow: a review","year":2016,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tile drainage; Environmental science; Drainage; Hydrology (agriculture); Tile; Water quality; Phosphorus; Subsurface flow; Environmental engineering; Soil water; Soil science; Geology; Ecology; Groundwater; Geotechnical engineering; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001181187,0.001233953,0.003260521,0.00006566082,0.000230816,0.00004998572,0.001236239,0.0003023634,0.002207582],"category_scores_gemma":[0.0001488515,0.0008213735,0.001282364,0.0004877691,0.0002384725,0.000259352,0.001259256,0.0004847431,0.07808037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390506,"about_ca_system_score_gemma":0.00001744056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001459736,"about_ca_topic_score_gemma":0.000001337516,"domain_scores_codex":[0.9943361,0.0005328475,0.001832897,0.001534371,0.0007648714,0.0009989105],"domain_scores_gemma":[0.9968587,0.0001822818,0.00079357,0.001590111,5.263439e-7,0.0005747817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002271152,0.00008491371,0.0002338849,0.003895222,0.00002579344,0.00003613488,0.00003839085,0.00000312917,5.658167e-7,0.000001360062,0.008237513,0.9874408],"study_design_scores_gemma":[0.0001371549,0.00006316895,0.0000152014,0.05533599,0.0003861543,0.00004776577,0.000001977781,0.00001893452,6.728889e-7,0.00006889609,0.942931,0.0009930776],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001257168,0.9900174,0.0001525219,0.00008969929,0.0003525101,0.0044011,0.000131183,0.00007496841,0.004768091],"genre_scores_gemma":[0.000004169428,0.9901999,0.001302681,0.001173339,0.0001358473,0.0006718284,0.0002289991,0.0001813794,0.006101883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9864478,"threshold_uncertainty_score":0.9994237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022217215667926,"score_gpt":0.2900266604285771,"score_spread":0.2678094447606511,"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."}}