{"id":"W2967472191","doi":"","title":"Drainage Engineers Report - 2018 - Presented at the Drainage Practitioners Meeting","year":2018,"lang":"en","type":"article","venue":"Drainage Engineers Conference","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture, Food and Rural Affairs","funders":"","keywords":"Drainage; Tile drainage; Christian ministry; Agriculture; Position (finance); Administration (probate law); Loan; Business; Engineering; Environmental planning; Political science; Environmental science; Geography; Finance; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001621843,0.0004407993,0.0002250279,0.0009724619,0.002593504,0.002608292,0.0005359889,0.001508985,0.1863098],"category_scores_gemma":[0.003065177,0.0002758179,0.0002690792,0.001206405,0.0002690363,0.00104925,0.002555971,0.001823483,0.05603405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001509406,"about_ca_system_score_gemma":0.005884499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01362494,"about_ca_topic_score_gemma":0.04805273,"domain_scores_codex":[0.998548,0.0001700973,0.00008883334,0.0001348258,0.0008259417,0.0002323328],"domain_scores_gemma":[0.9978509,0.000145641,0.00006561488,0.00007400864,0.001302807,0.0005610986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007436565,0.0002861824,0.006367544,0.0001263857,0.000005999404,0.0005560747,0.001641014,0.00006796533,0.001500473,0.0009889923,0.9285121,0.05987294],"study_design_scores_gemma":[0.000005005115,0.00004631233,0.004847991,0.00004179974,0.000001863557,0.00008011217,0.002218939,0.0000340876,0.0002511101,0.0001061948,0.9923612,0.000005305967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07964383,0.003552254,0.00281252,0.07578766,0.01874878,0.001325106,0.01435838,0.0007881158,0.8029833],"genre_scores_gemma":[0.02935106,0.001973161,0.001167461,0.002009473,0.0008165612,0.0002137667,0.003154395,0.0001339384,0.9611801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1863098,"threshold_uncertainty_score":0.6232682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080576764380298,"score_gpt":0.2268604117565878,"score_spread":0.2060546441127848,"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."}}