{"id":"W2901237560","doi":"10.1002/ird.2300","title":"Applications of Geosynthetics to Irrigation, Drainage and Agriculture","year":2018,"lang":"en","type":"article","venue":"Irrigation and Drainage","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terrafix Geosynthetics (Canada)","funders":"","keywords":"Geosynthetics; Drainage; Irrigation; Agriculture; Revetment; Civil engineering; Engineering; Levee; Earthworks; Environmental science; Geotechnical engineering; Geography; Archaeology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009028715,0.0005686133,0.0002510788,0.0008532205,0.0004592326,0.001234474,0.0003624998,0.0008623912,0.004898842],"category_scores_gemma":[0.0008191242,0.0001842112,0.0002517502,0.0007695092,0.0008632084,0.0007264924,0.001410824,0.0004231883,0.0006692752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007505858,"about_ca_system_score_gemma":0.0003953275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005712735,"about_ca_topic_score_gemma":0.001391499,"domain_scores_codex":[0.9993243,0.0001940137,0.00003542869,0.00008200539,0.0003040516,0.00006031154],"domain_scores_gemma":[0.9996523,0.0001204392,0.00005770389,0.00003538874,0.0001034285,0.00003082558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004098703,0.0001562632,0.005526873,0.002525281,0.00003691303,0.001912906,0.003869161,0.0220356,0.464102,0.03859993,0.01112726,0.449698],"study_design_scores_gemma":[0.00002958373,0.001491394,0.01321718,0.0007272214,0.00005830098,0.001746114,0.003089658,0.006673798,0.3831497,0.01399101,0.575726,0.00009998507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6116661,0.0343804,0.1792967,0.004172123,0.001603906,0.0004762624,0.0004530267,0.00122049,0.166731],"genre_scores_gemma":[0.9337894,0.009120241,0.02955304,0.0003133539,0.000167972,0.00008043266,0.0001129891,0.0001218195,0.02674079],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004898842,"threshold_uncertainty_score":0.0163883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003722824289792613,"score_gpt":0.1969753346430122,"score_spread":0.1932525103532196,"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."}}