{"id":"W4224864760","doi":"10.1080/17480930.2022.2065730","title":"Simultaneous stochastic optimization of mining complexes - mineral value chains: an overview of concepts, examples and comparisons","year":2022,"lang":"en","type":"article","venue":"International Journal of Mining Reclamation and Environment","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; McGill University","funders":"AngloGold Ashanti","keywords":"Production (economics); Value (mathematics); Set (abstract data type); Computer science; Raw material; Net present value; Operations research; Engineering; Economics; Microeconomics; Chemistry","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":[0.00150865,0.001584333,0.001362282,0.0008401045,0.0003042461,0.002014935,0.0009600614,0.00132189,0.002570225],"category_scores_gemma":[0.002613259,0.0006623868,0.001768161,0.002161559,0.001167458,0.001443457,0.00150927,0.001419495,0.000348519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100863,"about_ca_system_score_gemma":0.001124716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002604007,"about_ca_topic_score_gemma":0.001646423,"domain_scores_codex":[0.9989667,0.0004182367,0.00006425102,0.0001606975,0.000309449,0.00008055541],"domain_scores_gemma":[0.998752,0.0009267673,0.0001482679,0.00004555643,0.00008584665,0.00004163349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003271504,0.00003845429,0.0004036348,0.0003190751,0.00006410652,0.00007984625,0.00004991693,0.9105991,0.0005270366,0.06494046,0.0006405388,0.02230525],"study_design_scores_gemma":[0.00001266069,0.00008948953,0.0003536461,0.00007047156,0.00002860776,0.00009253652,0.0000357467,0.9181816,0.0003679457,0.07536557,0.005379682,0.00002206845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01375907,0.01043912,0.9585499,0.0004683812,0.00007856621,0.00008122873,0.0001209905,0.00008319926,0.01641961],"genre_scores_gemma":[0.6548046,0.03395684,0.2960511,0.0002190197,0.0003495421,0.0005546979,0.0004402,0.000214866,0.01340908],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002604007,"threshold_uncertainty_score":0.008598208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0451146857952493,"score_gpt":0.2774718666277356,"score_spread":0.2323571808324863,"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."}}