{"id":"W4391392990","doi":"10.1177/25726668231222998","title":"Transition to intelligent fleet management systems in open pit mines: A critical review on application of reinforcement-learning-based systems","year":2024,"lang":"en","type":"review","venue":"Mining Technology Transactions of the Institutions of Mining and Metallurgy","topic":"Belt Conveyor Systems Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Reinforcement learning; Popularity; Truck; Open research; Computer science; Field (mathematics); Autonomy; Class (philosophy); Feature (linguistics); Operations research; Artificial intelligence; Risk analysis (engineering); Engineering; Business; Law","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":[0.0006676154,0.0004163098,0.001681759,0.001637569,0.00007639173,0.0000244623,0.0007854616,0.0003592749,0.00000336494],"category_scores_gemma":[0.00008811854,0.0003490213,0.0002682466,0.001825944,0.0001999362,0.0000763487,0.0000590078,0.0003823222,0.000003659614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965782,"about_ca_system_score_gemma":0.0001137097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000932768,"about_ca_topic_score_gemma":0.00002769726,"domain_scores_codex":[0.9973993,0.00009914084,0.001612703,0.0003929948,0.0002412304,0.0002546876],"domain_scores_gemma":[0.998686,0.0001657909,0.0002383523,0.0007630528,0.00009014567,0.00005668013],"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":[0.000007204654,0.00007911608,4.29727e-7,0.1690407,0.0006363257,0.000005432039,0.0001820191,0.7163428,0.00003383671,0.004718599,0.00006051465,0.1088931],"study_design_scores_gemma":[0.0003827748,0.0003136978,4.650081e-7,0.4165849,0.004538885,0.0001133839,0.001229247,0.1064871,0.0001619335,0.000005237751,0.4695226,0.000659832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006887371,0.7232442,0.2735572,0.00007573887,0.000663239,0.00193165,0.00003564478,0.0001425978,0.0002807881],"genre_scores_gemma":[0.2482193,0.746648,0.002308036,0.000006409431,0.00001777351,0.002582916,0.00002616481,0.00008071804,0.000110711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6098557,"threshold_uncertainty_score":0.9998962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04485996850144964,"score_gpt":0.3102563827195968,"score_spread":0.2653964142181471,"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."}}