{"id":"W3187827229","doi":"10.1016/j.jconhyd.2021.103862","title":"Prediction of acid rock drainage in waste rock piles part 2: Water flow patterns and leaching process","year":2021,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Hydrogeology; Leaching (pedology); Permeability (electromagnetism); Drainage; Acid mine drainage; Water flow; Geotechnical engineering; Geology; Environmental science; Soil science; Flow (mathematics); Materials science; Soil water; Chemistry; Metallurgy; Mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004883902,0.00009945067,0.0002822338,0.00008927911,0.00004287808,0.000009240952,0.000111568,0.00009952578,0.0002694104],"category_scores_gemma":[0.00006390077,0.00006945472,0.00005112986,0.00006712402,0.00002951419,0.0002601895,0.00008814966,0.0002231807,0.000003703673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003858791,"about_ca_system_score_gemma":0.00001453856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001910202,"about_ca_topic_score_gemma":0.0001371859,"domain_scores_codex":[0.9988301,0.000130984,0.000510616,0.000146107,0.0001906253,0.0001915501],"domain_scores_gemma":[0.999549,0.00002970667,0.0002424397,0.0000935699,0.00003155044,0.00005375506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001546303,0.0003251125,0.2281067,0.000150931,0.00004865778,0.0006637396,0.00851497,0.004433486,0.7492894,0.0000259076,0.0003756984,0.007910756],"study_design_scores_gemma":[0.001559543,0.001032198,0.04347222,0.0002010604,0.00006425891,0.0009386134,0.001142958,0.01928793,0.928043,0.001308961,0.002753628,0.0001955962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919272,0.0001423397,0.006907284,0.0004474086,0.0001303118,0.00007686362,0.000005104192,0.000006099458,0.0003574107],"genre_scores_gemma":[0.9993681,0.0001870435,0.0001107668,0.00008884504,0.00008668382,0.000003961219,0.000006053272,0.00000772651,0.0001408037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1846345,"threshold_uncertainty_score":0.2949855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008367082470139866,"score_gpt":0.2174464996979866,"score_spread":0.2090794172278467,"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."}}