{"id":"W3214376862","doi":"10.5194/sand-1-299-2021","title":"Workshop: Best-practice for laboratory testing low-permeable materials","year":2021,"lang":"en","type":"article","venue":"Safety of Nuclear Waste Disposal","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Radioactive waste; Bentonite; Permeability (electromagnetism); Waste management; Waste disposal; Environmental science; Petroleum engineering; Best practice; Construction engineering; Computer science; Forensic engineering; Geology; Engineering; Geotechnical engineering; Chemistry; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0001775453,0.0001176855,0.0002190757,0.00001822262,0.00008650032,0.00003258649,0.000119407,0.00006796034,0.00008748396],"category_scores_gemma":[0.0005613632,0.0001277527,0.00005503766,0.0002592604,0.00003458115,0.00014609,0.00004615875,0.000091352,0.00006310446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001938498,"about_ca_system_score_gemma":0.00002855947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005127557,"about_ca_topic_score_gemma":0.000001167912,"domain_scores_codex":[0.9992023,0.00004216119,0.0002632718,0.0001720183,0.0001047842,0.0002154437],"domain_scores_gemma":[0.9988839,0.0004945257,0.00005648344,0.000267068,0.0002315906,0.00006644434],"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":[0.00004839817,0.000173986,0.000002655872,0.000261128,0.00005222008,0.000003484303,0.000152288,0.004286786,0.9767683,0.007667363,0.001043842,0.009539569],"study_design_scores_gemma":[0.003728674,0.0004786564,0.002556354,0.001907531,0.0006777035,0.00003658362,0.01833815,0.07808592,0.4425671,0.006075875,0.4433282,0.002219294],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821113,0.0003063348,0.005746569,0.001462294,0.0007265115,0.0004952407,0.0006640128,0.0003162482,0.008171435],"genre_scores_gemma":[0.7628896,0.00006178961,0.2360625,0.0001909021,0.0004228882,0.00003514626,0.00004366841,0.0001157499,0.0001777713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5342012,"threshold_uncertainty_score":0.5209603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156176447129381,"score_gpt":0.2638089721072575,"score_spread":0.2481913273943193,"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."}}