{"id":"W7097620744","doi":"","title":"Suitability of Using “End of Pipe ” Systems to Treat Farm Tile Drainage Water","year":2004,"lang":"en","type":"article","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tile drainage; Drainage; Electrical conduit; Tile; Watertable control; Surface water","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006877309,0.0003224931,0.0001981604,0.0003584001,0.00109039,0.001484194,0.0006268829,0.000560476,0.00272399],"category_scores_gemma":[0.001470342,0.0001634507,0.000471427,0.000569635,0.0004759691,0.0009633556,0.0004973746,0.0003128245,0.0007761809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003225814,"about_ca_system_score_gemma":0.002770422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2168441,"about_ca_topic_score_gemma":0.4064969,"domain_scores_codex":[0.9992624,0.0001636829,0.00005426639,0.0001274213,0.000243831,0.00014831],"domain_scores_gemma":[0.9992566,0.00008442425,0.0001086799,0.00005974303,0.000416557,0.00007408618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004576401,0.002184608,0.1525742,0.001979356,0.0002035989,0.0008449379,0.002198371,0.02252617,0.4528411,0.001808436,0.008893924,0.3493689],"study_design_scores_gemma":[0.0007170953,0.01265151,0.4493222,0.0004824402,0.0006511728,0.0009897808,0.006803199,0.03932207,0.3257231,0.00164706,0.1614258,0.0002645935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715397,0.0006253885,0.006468245,0.0008251555,0.00009257649,0.0004647619,0.0004220167,0.0001636222,0.01939856],"genre_scores_gemma":[0.9828231,0.0009322834,0.007522059,0.0001902338,0.00002419843,0.000119941,0.0004948447,0.00003269255,0.007860657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2168441,"threshold_uncertainty_score":0.4311638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150297448380039,"score_gpt":0.2194620328752029,"score_spread":0.2079590583914025,"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."}}