{"id":"W2998100684","doi":"10.1680/jenge.18.00168","title":"Development of an oil sands tailings management simulation model","year":2020,"lang":"en","type":"article","venue":"Environmental Geotechnics","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Tailings; Dewatering; Consolidation (business); Oil sands; Mining engineering; Environmental science; Deposition (geology); Tailings dam; Petroleum engineering; Process (computing); Geotechnical engineering; Engineering; Geology; Computer 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":[0.0004778942,0.0005438049,0.0006098903,0.0006002142,0.0005821033,0.0009840196,0.001506899,0.001061699,0.004463224],"category_scores_gemma":[0.001019528,0.0004686098,0.0007948357,0.000540403,0.0003247512,0.0007910798,0.0007938679,0.0009378121,0.0007054758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160541,"about_ca_system_score_gemma":0.002410077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02545723,"about_ca_topic_score_gemma":0.01270161,"domain_scores_codex":[0.9998117,0.00004224628,0.00001676097,0.0000289071,0.000069811,0.00003056602],"domain_scores_gemma":[0.9996556,0.00012913,0.00002832913,0.00002925316,0.0001275169,0.00003015684],"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":[0.0000155704,0.00001705013,0.0005209802,0.00001696629,0.00000840995,0.00003757615,0.00001545127,0.9936396,0.0006091722,0.002391187,0.0002352013,0.002492744],"study_design_scores_gemma":[0.000008090965,0.000006801577,0.00007507612,0.000003980574,0.000003155194,0.000004287349,0.000007688711,0.9980483,0.0003588862,0.0003855027,0.001094847,0.000003448614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2398933,0.0003204592,0.6690256,0.0007554085,0.000155271,0.0009055127,0.004827163,0.004356588,0.07976071],"genre_scores_gemma":[0.8092588,0.0004484349,0.1678183,0.0001130097,0.00002864222,0.001175545,0.003419738,0.0002364616,0.01750113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9745428,"threshold_uncertainty_score":0.05061811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604687194844362,"score_gpt":0.1948163077243789,"score_spread":0.1787694357759353,"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."}}