{"id":"W2073594807","doi":"10.1016/j.jenvman.2011.08.015","title":"Assessment of arsenic immobilization in synthetically prepared cemented paste backfill specimens","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Tailings Management and Properties","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Arsenic; Environmental science; Environmental chemistry; Waste management; Geotechnical engineering; Environmental engineering; Mining engineering; Geology; Chemistry; Metallurgy; Materials science; Engineering","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":[0.0003112704,0.0001630277,0.0002488845,0.0002659175,0.00001680473,0.00001170879,0.0002161624,0.00003497329,0.0008910857],"category_scores_gemma":[0.000002743587,0.0001476899,0.00009875328,0.0001060362,0.00005199821,0.000211733,0.0001091773,0.0001138356,0.00001308776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004216,"about_ca_system_score_gemma":0.000003232684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001952901,"about_ca_topic_score_gemma":0.000003205025,"domain_scores_codex":[0.9985822,0.00003783812,0.000718531,0.0001251268,0.0003385185,0.0001977131],"domain_scores_gemma":[0.9995191,0.00001206408,0.0002122443,0.0001973001,0.000007577339,0.00005176539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001499645,0.01083568,0.2696409,0.004120486,0.006912433,0.001228589,0.01014966,0.204226,0.3471031,0.01966786,0.004100449,0.1205152],"study_design_scores_gemma":[0.003311702,0.001085536,0.9523793,0.0005531963,0.000424849,0.00001744569,0.004147375,0.01383942,0.01477122,0.000907118,0.007914975,0.0006478461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337978,0.0003246058,0.00395588,0.00001983942,0.0003523291,0.000459919,0.000006306005,0.00002562947,0.06105769],"genre_scores_gemma":[0.9934808,0.0008986397,0.005229233,0.00001511655,0.00002186594,0.000008237782,0.00000327173,0.00002528639,0.0003175236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6827384,"threshold_uncertainty_score":0.9756764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087992689641617,"score_gpt":0.1877133727401696,"score_spread":0.1768334458437535,"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."}}