{"id":"W2890468290","doi":"10.1016/j.geotexmem.2017.08.010","title":"Geotextiles and Geomembranes: Best papers in 2016","year":2017,"lang":"en","type":"article","venue":"Geotextiles and Geomembranes","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Geomembrane; Geotextile; Forensic engineering; Geotechnical engineering; Engineering; Civil engineering; Environmental science","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":[0.004068536,0.001919722,0.001793681,0.006881952,0.001300051,0.01114587,0.00139397,0.004263863,0.03390952],"category_scores_gemma":[0.008430921,0.0006336219,0.0009934513,0.009324264,0.001279189,0.008284778,0.004333598,0.002337518,0.01456601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005440758,"about_ca_system_score_gemma":0.01015663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003867368,"about_ca_topic_score_gemma":0.007605513,"domain_scores_codex":[0.9966312,0.0002689546,0.0003347511,0.000362632,0.001912201,0.0004901624],"domain_scores_gemma":[0.994484,0.0007397629,0.0006609977,0.0002376763,0.002512313,0.001365146],"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":[0.0003346918,0.00008926751,0.0006172907,0.002917708,0.00005263113,0.0002210275,0.0001339543,0.0007856474,0.001092845,0.01705764,0.5921916,0.3845057],"study_design_scores_gemma":[0.00001236425,0.0000442082,0.000653537,0.001107413,0.00002037894,0.00009620266,0.0001083547,0.00008744704,0.0006473816,0.003085192,0.9941251,0.00001232248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002634753,0.6718377,0.002306915,0.03768412,0.1920021,0.00008951467,0.002703255,0.0001651678,0.09057648],"genre_scores_gemma":[0.02349749,0.5826934,0.003352919,0.006848263,0.06429355,0.00006907529,0.004077089,0.000304198,0.314864],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03390952,"threshold_uncertainty_score":0.1134387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005699149795266353,"score_gpt":0.1943643250270849,"score_spread":0.1886651752318186,"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."}}