{"id":"W4367155245","doi":"10.36487/acg_repo/2355_33","title":"How to compact filtered tailings","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Tailings Management and Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada); University of Alberta; Banff Centre","funders":"","keywords":"Tailings; Computer science; Materials science; Metallurgy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001312094,0.0001909935,0.0001923072,0.000213642,0.00006797179,0.0002118791,0.0002382318,0.00004323139,0.00009396536],"category_scores_gemma":[0.0000365515,0.0001764862,0.00006749754,0.0004859696,0.00001640342,0.0001909649,0.00007836648,0.000113066,0.001846933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002775755,"about_ca_system_score_gemma":0.000003997352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001263727,"about_ca_topic_score_gemma":0.00001435093,"domain_scores_codex":[0.999019,0.00001421733,0.0001518343,0.0001979906,0.0001886425,0.0004282849],"domain_scores_gemma":[0.9995226,0.00003548291,0.00002057164,0.0002740652,0.00002683474,0.0001204927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001149666,0.00003977312,0.006030173,0.001212263,0.0004512164,0.0001193425,0.007721318,0.1264039,0.1473993,0.0008772475,0.6158035,0.09382699],"study_design_scores_gemma":[0.0005588814,0.0001266992,0.003765919,0.00014092,0.00003592588,0.000003123951,0.001540668,0.05665109,0.02473581,0.0001932466,0.9115338,0.0007139345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604548,0.0002516235,0.001658105,0.00364583,0.001241084,0.0004507704,0.00001887368,0.002577391,0.02970155],"genre_scores_gemma":[0.9745439,0.00002709489,0.0002006721,0.0001222333,0.0002214874,0.00001819451,0.00001816865,0.00005584303,0.02479237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957303,"threshold_uncertainty_score":0.9989302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566691287478541,"score_gpt":0.2102143339731363,"score_spread":0.1845474210983509,"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."}}