{"id":"W4402650979","doi":"10.1051/e3sconf/202456908002","title":"Experience in locating leaks in geomembrane-lined ponds","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomembrane; Geology; Environmental science; Marine engineering; Engineering; Geotechnical engineering","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":[0.003918825,0.0004437547,0.0004510607,0.001196095,0.001164336,0.0008446472,0.001020103,0.0008741032,0.001346576],"category_scores_gemma":[0.01045421,0.0003604431,0.0004360194,0.001181913,0.001282883,0.001396255,0.002004591,0.0004689801,0.0004869022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008447164,"about_ca_system_score_gemma":0.0009354923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004284646,"about_ca_topic_score_gemma":0.01439627,"domain_scores_codex":[0.9963201,0.001381689,0.0002827383,0.0007262629,0.0009273726,0.0003617922],"domain_scores_gemma":[0.9913766,0.003400526,0.00185498,0.0007496212,0.002064306,0.0005539651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006551585,0.00104189,0.6611856,0.0006507011,0.00007985922,0.00514897,0.07673644,0.004323991,0.03961531,0.0002222848,0.0006688157,0.209671],"study_design_scores_gemma":[0.00004256903,0.009338733,0.8108006,0.000359408,0.0001690716,0.007868932,0.09967539,0.007275825,0.04118107,0.0003625386,0.02267813,0.0002476345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996433,0.00008622289,0.002634045,0.00003852994,0.000004830486,0.00003938479,0.00002824325,0.00002785206,0.0007078791],"genre_scores_gemma":[0.9895324,0.0002372712,0.008011351,0.00004379137,0.000005853552,0.00002450208,0.00009689521,0.00001463705,0.002033439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004284646,"threshold_uncertainty_score":0.02072501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659619852573427,"score_gpt":0.283752427214402,"score_spread":0.2571562286886678,"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."}}