{"id":"W1942146338","doi":"10.1007/s10230-013-0249-1","title":"Prediction of Acid Mine Drainage: Importance of Mineralogy and the Test Protocols for Static and Kinetic Tests","year":2013,"lang":"en","type":"article","venue":"Mine Water and the Environment","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Tailings; Kinetic energy; Acid mine drainage; Hydrogeology; Work (physics); Environmental science; Geology; Mineralogy; Soil science; Geotechnical engineering; Chemistry; Materials science; Engineering; Metallurgy; Environmental chemistry","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":[0.0003836568,0.0001084691,0.0001888509,0.00001617243,0.00005757418,0.00001067486,0.00008057045,0.00003175226,0.0001608553],"category_scores_gemma":[0.00003877691,0.00004756843,0.00002557927,0.00002183846,0.0009465943,0.00006801021,0.0001284018,0.00003984876,0.000002101717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009866162,"about_ca_system_score_gemma":9.763677e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001394085,"about_ca_topic_score_gemma":0.00001141294,"domain_scores_codex":[0.9992549,0.00004813926,0.0002762929,0.0001676431,0.0001217435,0.0001312246],"domain_scores_gemma":[0.9995356,0.0001422484,0.0001021124,0.0001825575,0.000004094137,0.00003334418],"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":[0.0002264556,0.000264007,0.0735555,0.0003042298,0.00005460243,0.000001217998,0.00608753,0.00005369286,0.9115686,0.0004401917,0.001599879,0.005844115],"study_design_scores_gemma":[0.0214799,0.00247264,0.3986372,0.0001163408,0.0003468939,0.00005624165,0.0006662484,0.01454247,0.4820473,0.06958663,0.009501956,0.0005461221],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879546,0.000130772,0.0005939308,0.002287982,0.000007997568,0.008630904,0.00002132775,0.000007473178,0.0003649685],"genre_scores_gemma":[0.9939517,0.00006859947,0.001182748,0.0001101959,0.00001571224,0.003894737,0.00001196201,0.000007889002,0.0007564168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4295212,"threshold_uncertainty_score":0.3487766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008265570920830724,"score_gpt":0.209040689700028,"score_spread":0.2007751187791973,"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."}}