{"id":"W3010720808","doi":"10.1140/epjp/s13360-020-00326-7","title":"Budget analysis of a pseudo-single-phase transport model for slurry flows","year":2020,"lang":"en","type":"article","venue":"The European Physical Journal Plus","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Mechanics; Buoyancy; Convection–diffusion equation; Particle (ecology); Viscosity; Physics; Flow (mathematics); Phase (matter); Thermodynamics; Statistical physics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003474568,0.0001825345,0.0004085751,0.00007187427,0.00009224078,0.00003012957,0.0004896112,0.00001910854,0.000004277949],"category_scores_gemma":[0.00004126656,0.0001383094,0.0004848758,0.0005234366,0.00005857103,0.00009414858,0.00003120073,0.0003431625,0.00001524844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005067048,"about_ca_system_score_gemma":0.00001910909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.660894e-7,"about_ca_topic_score_gemma":0.000001421834,"domain_scores_codex":[0.9988078,0.00009357311,0.0004143304,0.0001506233,0.0002527977,0.0002809149],"domain_scores_gemma":[0.9992893,0.00009462822,0.00007672775,0.0002559408,0.00007147314,0.000211891],"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":[0.00009329507,0.00008728912,0.000004182756,0.00002081408,0.0006534891,0.00002197371,0.003107989,0.8654292,0.1263441,0.0002197355,0.0003269606,0.003690937],"study_design_scores_gemma":[0.001000449,0.0001035251,0.00005779724,0.000009531775,0.001111077,0.000006183731,0.00004135152,0.9963304,0.0004414128,0.0006530823,0.00008733935,0.0001577918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8173413,0.00003781785,0.1791713,0.0002050856,0.00007500405,0.0001128677,0.00009710802,0.0000761394,0.002883329],"genre_scores_gemma":[0.9977318,0.00001169177,0.001445533,0.00009624147,0.0006131972,0.000002560841,0.000009712277,0.00006977612,0.00001947657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1803905,"threshold_uncertainty_score":0.5640092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452157851170143,"score_gpt":0.2624154951689134,"score_spread":0.227893916657212,"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."}}