{"id":"W4367155130","doi":"10.36487/acg_repo/2355_44","title":"Comparing various thixotropic models and their performance in predicting flow behavior of treated tailings","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Imperial Oil (Canada); Banff Centre; Geomechanica (Canada); University of Alberta","funders":"","keywords":"Thixotropy; Tailings; Flow (mathematics); Computer science; Geotechnical engineering; Geology; Materials science; Mechanics; Metallurgy","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":[0.0001600485,0.0001804372,0.0002710511,0.0002292915,0.00005398024,0.00003515542,0.0001294416,0.00005736664,0.000006696791],"category_scores_gemma":[0.00000693966,0.0001574657,0.00003279986,0.0003375061,0.00003400778,0.0002637379,0.00009876039,0.0001640955,0.00001087405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002510174,"about_ca_system_score_gemma":0.000004776741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006542207,"about_ca_topic_score_gemma":0.00005520634,"domain_scores_codex":[0.999097,0.00001664535,0.0002996465,0.0001770148,0.0001075293,0.0003020962],"domain_scores_gemma":[0.9996992,0.00003321932,0.00004350398,0.0001616018,0.0000230123,0.00003942426],"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":[0.00002893414,0.00002098574,0.4247473,0.0005882199,0.00004913019,0.000008069017,0.006006028,0.5418923,0.007347628,0.00003272425,0.00002166631,0.01925701],"study_design_scores_gemma":[0.000420378,0.00004566805,0.04527743,0.0001672044,0.00002047581,0.000002005922,0.0005376436,0.9493766,0.003908641,0.00003142121,0.00006013731,0.0001523536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959183,0.0003512331,0.0003213107,0.00001051935,0.0001241412,0.0002382725,0.000004058349,0.0003820503,0.002650093],"genre_scores_gemma":[0.9992727,0.0002175828,0.0001506141,0.000003885131,0.00003297071,0.00004429887,0.00001096434,0.00003609305,0.0002308722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4074843,"threshold_uncertainty_score":0.6421264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672920194777498,"score_gpt":0.1958428312484711,"score_spread":0.1691136293006961,"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."}}