{"id":"W2338485359","doi":"10.3390/fluids1020011","title":"Modeling the Viscosity of Concentrated Nanoemulsions and Nanosuspensions","year":2016,"lang":"en","type":"article","venue":"Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Viscosity; Materials science; Nanotechnology; Chemical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003817082,0.0007878582,0.0006605299,0.0005698588,0.0002244986,0.0006675454,0.001002644,0.001023954,0.0004399461],"category_scores_gemma":[0.0008781039,0.0003396003,0.0007055851,0.0003267599,0.0004470126,0.001001909,0.0003483928,0.0005837713,0.0002524959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008185094,"about_ca_system_score_gemma":0.0005642731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259408,"about_ca_topic_score_gemma":0.001183537,"domain_scores_codex":[0.9998416,0.00002192446,0.00001215776,0.00004379763,0.00005535082,0.000025219],"domain_scores_gemma":[0.999741,0.000103441,0.00005822507,0.000020316,0.00005869029,0.00001831324],"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":[0.00005948465,0.00008593265,0.0009631189,0.0001979655,0.00003645842,0.0002405239,0.00009664892,0.830895,0.152682,0.006288463,0.0002008107,0.008253744],"study_design_scores_gemma":[0.000008788997,0.00003140131,0.0002629901,0.000007999672,0.000006837231,0.0000251162,0.00000687993,0.9834988,0.01456015,0.0007963186,0.0007859645,0.000008821612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4115247,0.002371202,0.5792929,0.0002889514,0.000115125,0.0002611225,0.0003945902,0.0004435867,0.005307825],"genre_scores_gemma":[0.9127256,0.002258549,0.07831016,0.00007016205,0.00005489877,0.0003154734,0.0004387081,0.0001233645,0.00570303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00259408,"threshold_uncertainty_score":0.005938709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125739277772757,"score_gpt":0.223449571680821,"score_spread":0.2108756439035453,"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."}}