{"id":"W4367154964","doi":"10.36487/acg_repo/2355_0.2","title":"Evaluation of commingled tailings and waste rock as an integrated approach to mine waste management: outcomes of a pre-pilot trial","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; University of Alberta; Geomechanica (Canada)","funders":"","keywords":"Tailings; Waste management; Environmental science; Mining engineering; Geology; Engineering; Materials science; Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001528079,0.0002969757,0.0005060892,0.000531085,0.00005622071,0.00005399639,0.0003009015,0.00006591016,0.00003050928],"category_scores_gemma":[0.0001178104,0.0002592378,0.00007517479,0.0007301872,0.00002863714,0.0002497192,0.0001559352,0.0001185801,0.00002818871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004230931,"about_ca_system_score_gemma":0.0000149774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007726441,"about_ca_topic_score_gemma":0.00003166975,"domain_scores_codex":[0.9978195,0.0001300704,0.0006333085,0.0003376791,0.0007493189,0.0003301353],"domain_scores_gemma":[0.9990573,0.00006015705,0.0001418141,0.0004232282,0.0002135369,0.0001039815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01839153,0.00106909,0.005069233,0.006200454,0.003860888,0.00001064729,0.02752547,0.6914966,0.03399046,0.001509593,0.002964453,0.2079116],"study_design_scores_gemma":[0.03080985,0.00226586,0.002259812,0.0004041983,0.001208754,0.000002076542,0.01585051,0.9238698,0.0204835,0.0003620692,0.00164648,0.0008371168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884419,0.0001432184,0.0008481476,0.00005252426,0.000315744,0.001742461,0.00001243481,0.0002429796,0.008200635],"genre_scores_gemma":[0.9965868,0.00002700409,0.0008633986,0.00001381945,0.00007941663,0.0001937445,0.00006168668,0.00005942632,0.00211469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2323732,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833102950433683,"score_gpt":0.2661006849281708,"score_spread":0.217769655423834,"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."}}