{"id":"W4402084240","doi":"10.1016/j.cis.2024.103299","title":"Non-Newtonian behaviour of suspensions and emulsions: Review of different mechanisms","year":2024,"lang":"en","type":"review","venue":"Advances in Colloid and Interface Science","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rheology; Newtonian fluid; Non-Newtonian fluid; Materials science; Generalized Newtonian fluid; Mechanics; Physics; Shear rate; 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":[0.0003037126,0.0002625056,0.001247739,0.0002077217,0.00005759951,0.000008404613,0.0003262017,0.00009487613,0.00001085046],"category_scores_gemma":[0.0002188084,0.0001771262,0.00009860079,0.0005675159,0.0007107869,0.0001520194,0.0005545063,0.0003192958,0.00000176469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000487418,"about_ca_system_score_gemma":0.00005866046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005979248,"about_ca_topic_score_gemma":0.00002258755,"domain_scores_codex":[0.9985281,0.00001871477,0.0006131011,0.0004412116,0.0001794895,0.0002193728],"domain_scores_gemma":[0.999317,0.0001516898,0.0001726329,0.0002317383,0.00006526719,0.00006168183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001991629,0.0003079264,0.000200775,0.5398125,0.0001885396,0.00001586434,0.0008559009,0.00004079823,0.03302072,0.07985287,0.0001735472,0.3455106],"study_design_scores_gemma":[0.0003486173,0.0004695569,0.00002664611,0.943544,0.001232877,0.00009935736,0.0002999779,0.01387132,0.003264469,0.002607096,0.0331752,0.001060945],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00011015,0.9969875,0.001775453,0.00002369532,0.0003388567,0.0003628692,0.00002546348,0.00001098652,0.000365071],"genre_scores_gemma":[0.004622846,0.993664,0.001190153,0.00001005489,0.000005982899,0.00003878459,0.000001785469,0.00001245203,0.0004539651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4037314,"threshold_uncertainty_score":0.7222996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326753392130503,"score_gpt":0.3392200779027475,"score_spread":0.3259525439814425,"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."}}