{"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/Paste","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008277809,0.001008132,0.0006487639,0.0009561121,0.0003829368,0.001260469,0.0009958844,0.001541238,0.001075686],"category_scores_gemma":[0.001865842,0.0003936191,0.001138112,0.0005556534,0.0003532776,0.0009538351,0.0004416131,0.0008338061,0.0002963462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006823348,"about_ca_system_score_gemma":0.0009168381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02651046,"about_ca_topic_score_gemma":0.01372084,"domain_scores_codex":[0.9997805,0.00006178342,0.0000260109,0.00005383482,0.00004647326,0.00003141008],"domain_scores_gemma":[0.9989989,0.0005568793,0.0001087022,0.00007417474,0.0002003167,0.00006099947],"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":[0.0002058825,0.0001295074,0.005518916,0.00007848836,0.0000516914,0.00005438368,0.00005328458,0.9786629,0.00239186,0.0004879962,0.0002536745,0.01211144],"study_design_scores_gemma":[0.000008481693,0.00007977489,0.0009744929,0.0000114215,0.00001190377,0.00001051367,0.00002186005,0.9978066,0.0008098905,0.0001122973,0.0001430017,0.000009692358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271344,0.001391277,0.06158474,0.000378863,0.0001211478,0.0001433213,0.0006294069,0.0006422637,0.00797452],"genre_scores_gemma":[0.9838937,0.0007852984,0.01231733,0.0000648061,0.00002011852,0.00009341872,0.0004015834,0.00005558908,0.002368028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02651046,"threshold_uncertainty_score":0.05271232,"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."}}