{"id":"W2324045586","doi":"10.1016/j.geotexmem.2008.05.003","title":"Geotextiles and Geomembranes: Best papers in 2007","year":2008,"lang":"en","type":"article","venue":"Geotextiles and Geomembranes","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Geomembrane; Geotextile; Geotechnical engineering; Forensic engineering; Civil engineering; Environmental science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001478956,0.000344549,0.0003996602,0.0002299531,0.0001501924,0.00004620772,0.0001264759,0.0002409203,0.0001185189],"category_scores_gemma":[0.00005300704,0.0003374605,0.00005757195,0.0002998451,0.0001805525,0.0001737446,0.00005880529,0.0002758772,0.00003166051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002556883,"about_ca_system_score_gemma":0.00001427417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001948516,"about_ca_topic_score_gemma":0.00009143731,"domain_scores_codex":[0.9985117,0.00001925668,0.0003710213,0.0003777973,0.0001947766,0.0005254518],"domain_scores_gemma":[0.9993746,0.0001187447,0.00002875236,0.0002550557,0.00002788805,0.0001949431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008575461,0.00003041327,0.0001342447,0.0003017917,0.00001642177,0.00004381434,0.0004516961,0.9845173,0.000806378,0.0001606037,0.00007835661,0.01345035],"study_design_scores_gemma":[0.001477605,0.0001294518,0.05212487,0.0002309081,0.00003613742,0.0004180856,0.0006863175,0.8785222,0.00003595109,0.0003002569,0.06493662,0.001101642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904391,0.004829878,0.0000214805,0.0001039586,0.0002184666,0.0002095551,0.00001737078,0.0003832786,0.003776963],"genre_scores_gemma":[0.98858,0.01060439,0.000009209253,0.00005316618,0.0001030911,0.00003290327,0.00002294644,0.00005384805,0.0005404114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1059952,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006045503241224014,"score_gpt":0.1684814821039106,"score_spread":0.1624359788626865,"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."}}