{"id":"W4365453036","doi":"10.1016/j.earscirev.2023.104421","title":"Prediction of acid mine drainage: Where we are","year":2023,"lang":"en","type":"article","venue":"Earth-Science Reviews","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Acid mine drainage; Tailings; Leachate; Environmental science; Carbonate; Drainage; Sulfide; Sulfide minerals; Mining engineering; Pyrrhotite; Pyrite; Geology; Waste management; Environmental chemistry; Mineralogy; Chemistry; Metallurgy; Engineering; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002666545,0.001324836,0.001420404,0.001106786,0.0002144309,0.002884568,0.001700587,0.001830883,0.0023527],"category_scores_gemma":[0.006180541,0.0003452259,0.0006847421,0.001278807,0.001053608,0.004192062,0.000704546,0.00252638,0.0009869975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081962,"about_ca_system_score_gemma":0.002500883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009433072,"about_ca_topic_score_gemma":0.01026753,"domain_scores_codex":[0.9992598,0.0002432636,0.00007650827,0.0001533532,0.0002114823,0.00005571804],"domain_scores_gemma":[0.9953007,0.001929357,0.0006932931,0.0001223977,0.001747118,0.0002072004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002313549,0.000171888,0.02840511,0.005986395,0.0005333019,0.0001298199,0.0001753253,0.02914962,0.00257751,0.01565068,0.07515236,0.8418367],"study_design_scores_gemma":[0.0001430865,0.0006576948,0.05370501,0.01618594,0.001356932,0.0007435213,0.003047407,0.1073483,0.0146251,0.1867251,0.6150395,0.0004223441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01163758,0.8828633,0.02475614,0.07130308,0.00265947,0.00002610201,0.0007120354,0.0002866422,0.005755698],"genre_scores_gemma":[0.1568302,0.8180171,0.01455854,0.004342608,0.00303164,0.00002230502,0.0007333254,0.00005984289,0.002404518],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009433072,"threshold_uncertainty_score":0.01875633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317753561105385,"score_gpt":0.2697407529178182,"score_spread":0.2365632173067644,"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."}}