{"id":"W3155353450","doi":"10.1016/j.jnnfm.2021.104531","title":"Eliminating injection and memory effects in bubble rise experiments within yield stress fluids","year":2021,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bubble; Thixotropy; Mechanics; Rheology; Viscoelasticity; Yield (engineering); Materials science; Stress (linguistics); Steady state (chemistry); Deformation (meteorology); Physics; Chemistry; Composite material","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":[0.0004906335,0.000221652,0.0003799929,0.000268309,0.00007051328,0.0000821849,0.000136511,0.0001619987,0.00001177217],"category_scores_gemma":[0.000167202,0.0002335416,0.00008881377,0.0002920124,0.000009496913,0.0003089271,0.00007539167,0.0004592649,0.000002362043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062123,"about_ca_system_score_gemma":0.00008681649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001836062,"about_ca_topic_score_gemma":0.00004875647,"domain_scores_codex":[0.998584,0.00004776983,0.0006006386,0.0001802032,0.0002897597,0.0002976849],"domain_scores_gemma":[0.9993107,0.0001035447,0.0001193427,0.0001714662,0.0001366694,0.0001582213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002208663,0.00007201995,0.0002024394,0.0002818989,0.00006958569,0.0004161858,0.001818939,0.04334731,0.9473862,0.0002579227,0.0001551565,0.005970275],"study_design_scores_gemma":[0.0008174202,0.0001892804,0.0002152238,0.0008570661,0.00003350705,0.0002667906,0.0008659128,0.7006194,0.2956271,0.0002734288,0.000027119,0.0002077595],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9243179,0.003256446,0.070161,0.00003378609,0.001724467,0.0001309919,0.000003865149,0.00003358985,0.0003379437],"genre_scores_gemma":[0.9807429,0.0004857375,0.01837387,0.00005150875,0.0001832947,0.000006116986,0.000001907999,0.00006009166,0.00009455903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6572721,"threshold_uncertainty_score":0.9523551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006664245105033823,"score_gpt":0.2177618784079056,"score_spread":0.2110976333028717,"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."}}