{"id":"W4403484890","doi":"10.3390/mining4040047","title":"Physical and Numerical Modeling of a Flow Control Layer Made with a Sludge and Slag Mixture for Use in Waste Rock Pile Reclamation","year":2024,"lang":"en","type":"article","venue":"Mining","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Land reclamation; Pile; Slag (welding); Flow (mathematics); Waste management; Layer (electronics); Environmental science; Geotechnical engineering; Geology; Materials science; Engineering; Metallurgy; Composite material; Mechanics; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006750826,0.00009181778,0.0001480861,0.00001944404,0.00004022464,0.00002570662,0.000025321,0.00002754783,0.00001001644],"category_scores_gemma":[0.00001836932,0.0000651906,0.00001603243,0.00006516151,0.00003710705,0.0002301341,0.00005476566,0.00005801062,0.000002044399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004164458,"about_ca_system_score_gemma":0.000002067779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000548191,"about_ca_topic_score_gemma":0.00001657975,"domain_scores_codex":[0.9994517,0.00001583659,0.00009800734,0.0001939647,0.0001029638,0.0001375124],"domain_scores_gemma":[0.9997818,0.0001071179,0.00001998891,0.00005468453,0.000001217434,0.00003517698],"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":[0.000724722,0.000231682,0.280264,0.0002828051,0.0001477205,0.00003301071,0.03558639,0.3898253,0.2714593,0.00001912861,0.0005492085,0.02087686],"study_design_scores_gemma":[0.0005900288,0.0001441488,0.005961811,0.00007269422,0.00002678818,0.000007480207,0.0002794637,0.9912411,0.001523291,0.00003777382,0.00002539843,0.0000899962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758897,0.00009800387,0.0235797,0.0001190218,0.00001265127,0.0001865656,0.00001522267,0.00001091481,0.00008820422],"genre_scores_gemma":[0.9952626,0.000007534502,0.004584117,0.00003854193,0.00001929841,0.00002928496,0.00000281794,0.0000121942,0.0000435662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6014159,"threshold_uncertainty_score":0.2658396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728984484998761,"score_gpt":0.2340430633151701,"score_spread":0.2167532184651825,"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."}}