{"id":"W4399802243","doi":"10.1007/s00397-024-01461-z","title":"Coupling slip and thixotropy to model the transient rheological behaviour of kaolinite suspensions","year":2024,"lang":"en","type":"article","venue":"Rheologica Acta","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Thixotropy; Rheology; Kaolinite; Transient (computer programming); Materials science; Slip (aerodynamics); Non-Newtonian fluid; Coupling (piping); Mechanics; Composite material; Thermodynamics; Physics; Computer science","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":[0.0003174607,0.0002140377,0.0003379046,0.00007497626,0.0001623862,0.00001862087,0.0002602318,0.0002122407,0.00007770635],"category_scores_gemma":[0.0002343096,0.0001271427,0.0001175989,0.0002118883,0.0003220496,0.00005053668,0.0002549448,0.0004553868,0.00001811207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002207145,"about_ca_system_score_gemma":0.00002403177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000103604,"about_ca_topic_score_gemma":0.000006835351,"domain_scores_codex":[0.9987633,0.00002528455,0.0003313325,0.0003848491,0.0001444354,0.0003507868],"domain_scores_gemma":[0.9989471,0.0006020941,0.00003012071,0.0002654786,0.00005784073,0.00009740182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001572868,0.0001393829,0.003123519,0.00008089074,0.0002233501,0.00006905021,0.002299169,0.1167748,0.2407196,0.6342061,0.001884415,0.0003223652],"study_design_scores_gemma":[0.0001328274,0.0001046691,0.002849652,0.00005144094,0.00007754341,0.00002879,0.0001143437,0.9946208,0.0006158925,0.001140823,0.00009082368,0.000172405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822584,0.001781771,0.1103621,0.003571728,0.0001910101,0.0002433549,0.00002273482,0.0002169298,0.001351972],"genre_scores_gemma":[0.9942605,0.0006372296,0.002971272,0.000195986,0.00004133748,0.00003670497,0.000006789169,0.00001745308,0.001832691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8778459,"threshold_uncertainty_score":0.5184728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217129964053502,"score_gpt":0.2613715970745449,"score_spread":0.2392002974340099,"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."}}