{"id":"W2027442549","doi":"10.1016/s0043-1354(01)00238-x","title":"Multiple factor design for reactive mixture selection for use in reactive walls in mine drainage treatment","year":2002,"lang":"en","type":"article","venue":"Water Research","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Sciences and Engineering Research Council; Polytechnique Montréal","funders":"","keywords":"Sulfate; Acid mine drainage; Drainage; Chemistry; Permeable reactive barrier; Manure; Environmental chemistry; Environmental engineering; Reactivity (psychology); Environmental science; Contamination; Ecology; Environmental remediation","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":[0.0006308839,0.0001298259,0.0001607562,0.0002330455,0.0001027205,0.00004343123,0.0001276715,0.0001236414,0.0002595895],"category_scores_gemma":[0.0002603897,0.00008817976,0.00005060779,0.0002526413,0.00006760573,0.0003506988,0.00004960443,0.0001562927,0.00005093012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009681691,"about_ca_system_score_gemma":0.00000659263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002714783,"about_ca_topic_score_gemma":0.003268062,"domain_scores_codex":[0.9984437,0.0002080356,0.0001826966,0.0003944294,0.0002487962,0.0005223952],"domain_scores_gemma":[0.9993688,0.0003439496,0.00002664591,0.0001587086,0.00003812474,0.00006377581],"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":[0.0004260833,0.0006234476,0.007981159,0.00001736004,0.00001238008,0.00001145906,0.00906437,0.0001098098,0.9699343,0.00001022456,0.003098842,0.008710601],"study_design_scores_gemma":[0.00154552,0.0009086684,0.002859116,0.00001515557,0.000002907418,0.000001671687,0.0001760557,0.01738378,0.9623813,0.001050315,0.01352084,0.00015464],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887303,0.00001251898,0.006032642,0.0006072415,0.00002327131,0.003973354,0.00003582955,0.00003793702,0.0005469427],"genre_scores_gemma":[0.98544,0.00001977613,0.006785189,0.00002210771,0.0000427012,0.001516922,0.00003839067,0.00002150666,0.006113476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727397,"threshold_uncertainty_score":0.4103958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117749918705738,"score_gpt":0.3368205607800206,"score_spread":0.2190706420742826,"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."}}