{"id":"W2017045052","doi":"10.1007/s10596-014-9451-x","title":"Benchmark reactive transport simulations of a column experiment in compacted bentonite with multispecies diffusion and explicit treatment of electrostatic effects","year":2014,"lang":"en","type":"article","venue":"Computational Geosciences","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bentonite; Sorption; Dissolution; Diffusion; Radioactive waste; Ionic strength; Materials science; Chemistry; Thermodynamics; Geotechnical engineering; Geology; Adsorption; Physics; Physical chemistry; Aqueous solution","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":[0.00006542145,0.00009402956,0.0001821222,0.00007111695,0.00009541018,0.000008563535,0.00005481047,0.00001390788,0.00002644454],"category_scores_gemma":[0.000009006261,0.00006970775,0.0000180169,0.0002677803,0.000278707,0.0001358619,0.00001635622,0.00001720674,7.422226e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006585877,"about_ca_system_score_gemma":0.00001153751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00095562,"about_ca_topic_score_gemma":0.0008395402,"domain_scores_codex":[0.9991565,0.00004487658,0.0001902397,0.0001930046,0.0002996929,0.0001156951],"domain_scores_gemma":[0.9994637,0.0003192237,0.0001027885,0.00005453332,0.00002566327,0.00003403832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006379886,0.000613195,0.9056505,0.00001850756,0.00001793164,0.000001298329,0.01311718,0.0345808,0.03356642,0.0004569507,0.000002111765,0.01191131],"study_design_scores_gemma":[0.0008105505,0.0007053336,0.931973,0.00002458511,0.00001036038,0.000001056027,0.0004679022,0.06175802,0.00390091,0.000207736,0.00006582873,0.00007469955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814379,0.00003607403,0.01807005,0.00003299909,0.00001617206,0.0002614782,0.000008305979,0.000005503729,0.0001314798],"genre_scores_gemma":[0.9976072,0.000005833198,0.002258249,0.00001166756,0.000002918026,0.00002301869,0.00001835385,0.000002538847,0.00007023587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02966551,"threshold_uncertainty_score":0.2842599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006823923290631812,"score_gpt":0.2273181282350878,"score_spread":0.220494204944456,"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."}}