{"id":"W4414699221","doi":"10.1139/cgj-2025-0170","title":"HPMC viscous fluid for centrifuge modelling","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centrifuge; Rheology; Dilatant; Shear (geology); Viscous liquid; Streamlines, streaklines, and pathlines; Work (physics); Pore water pressure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001049986,0.00009734472,0.0001130758,0.0003454393,0.000257486,0.000106859,0.0001629145,0.0001188668,0.00008550942],"category_scores_gemma":[0.00004034597,0.0001041492,0.0001118273,0.0001879043,0.0000178864,0.0001150256,0.000007259599,0.0003558649,0.00001321755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004989398,"about_ca_system_score_gemma":0.0002283884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000777697,"about_ca_topic_score_gemma":0.001539337,"domain_scores_codex":[0.9992475,0.000006513882,0.0002520017,0.00009093352,0.00005863561,0.0003444061],"domain_scores_gemma":[0.9994024,0.00005728396,0.00001371184,0.0001421243,0.00009473781,0.000289754],"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":[0.000002408123,0.000004111542,0.000004739237,0.000006861385,0.00002958512,0.000005400795,0.000005953622,0.9772631,0.0001955044,0.006936369,0.01292136,0.002624631],"study_design_scores_gemma":[0.0001430439,0.000009885485,0.00001781377,0.00003333174,0.00001709671,0.00002693136,0.000007574332,0.7922199,0.0000304731,0.002256881,0.205155,0.00008207545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004773454,0.0004578576,0.9901854,0.0007562097,0.00089823,0.0001462644,0.00005040415,0.00009157596,0.002640573],"genre_scores_gemma":[0.9947707,0.0001226993,0.004038431,0.00027138,0.0001599296,0.00001254182,0.00001147483,0.00002248134,0.0005903802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9899972,"threshold_uncertainty_score":0.4247082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00960617600573255,"score_gpt":0.2289482144473513,"score_spread":0.2193420384416187,"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."}}