{"id":"W4210921948","doi":"10.1007/s42461-022-00546-8","title":"Optimal Pitwall Shapes to Increase Financial Return and Decrease Carbon Footprint of Open Pit Mines","year":2022,"lang":"en","type":"article","venue":"Mining Metallurgy & Exploration","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"H2020 Marie Skłodowska-Curie Actions; Engineering and Physical Sciences Research Council","keywords":"Classification of discontinuities; Footprint; Open-pit mining; Berm; Planar; Geology; Mining engineering; Environmental science; Geotechnical engineering; Mathematics; 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":[0.0002437189,0.0003636162,0.000327392,0.0003734487,0.0001463457,0.0006744135,0.0003260905,0.0003936891,0.001467591],"category_scores_gemma":[0.0007578593,0.0002077779,0.0002103515,0.0002530307,0.0002502989,0.0002814294,0.0003647763,0.0002070272,0.0002288128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604711,"about_ca_system_score_gemma":0.000493213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004565243,"about_ca_topic_score_gemma":0.001217553,"domain_scores_codex":[0.9998809,0.00002206518,0.000007418597,0.00001715728,0.00003864841,0.00003383448],"domain_scores_gemma":[0.999698,0.00005914987,0.00008485216,0.00002878166,0.00009236114,0.00003682916],"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":[0.0004626476,0.000231469,0.01716711,0.0003027753,0.00005148862,0.000596036,0.0001080094,0.7270803,0.1602435,0.005627154,0.0009568556,0.08717273],"study_design_scores_gemma":[0.0001080682,0.001975678,0.020029,0.00006866725,0.000082785,0.0005971449,0.0003238704,0.9023792,0.06503703,0.004001786,0.005345496,0.00005127693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688416,0.0001987973,0.1187192,0.00007046897,0.00002112795,0.00006091374,0.0001041683,0.0001970876,0.01178664],"genre_scores_gemma":[0.9867297,0.00004262488,0.01254666,0.000008126525,0.000001354641,0.00001573581,0.00002922129,0.00001464191,0.0006117679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001467591,"threshold_uncertainty_score":0.004909575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03105930251809029,"score_gpt":0.2387427901099322,"score_spread":0.207683487591842,"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."}}