{"id":"W3202762339","doi":"10.2139/ssrn.3877920","title":"Effect of Ultrasonication Time on Microstructure, Thermal Conductivity, And Viscosity of Ionanofluids with Originally Ultra-Long Multi-Walled Carbon Nanotubes","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Sonication; Ionic liquid; Nanofluid; Thermal conductivity; Materials science; Carbon nanotube; Microstructure; Viscosity; Chemical engineering; Thermal stability; Composite material; Nanoparticle; Analytical Chemistry (journal); Nanotechnology; Chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003509841,0.0002050653,0.0001652751,0.0002836953,0.0002219173,0.000288768,0.0002105453,0.0002312788,0.001083046],"category_scores_gemma":[0.001284402,0.0001947699,0.0001432737,0.0001760869,0.0005228848,0.0005230827,0.0002038042,0.0002773489,0.0001141058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303158,"about_ca_system_score_gemma":0.000228389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045051,"about_ca_topic_score_gemma":0.001160956,"domain_scores_codex":[0.9998025,0.00003138125,0.00001668996,0.00004112618,0.00005092766,0.00005738754],"domain_scores_gemma":[0.9992378,0.0003552004,0.0001764684,0.00003842072,0.0001176354,0.00007455932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004829735,0.00002447267,0.0005229327,0.00003343735,0.000007204661,0.00006648899,0.0001309748,0.0002311324,0.9970697,0.00008350665,0.00002975977,0.00131733],"study_design_scores_gemma":[0.00001292614,0.0002848344,0.002669827,0.000004403379,0.00001412367,0.00002575718,0.0000533693,0.001934673,0.994764,0.00002028833,0.0002056065,0.00001024036],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992363,0.000204396,0.0003160327,0.00001818969,0.00001056197,0.000002351319,0.00001969377,0.00001199433,0.0001804198],"genre_scores_gemma":[0.9992703,0.00009564911,0.0003285965,0.000009271747,0.000005859894,0.000003442263,0.00002882644,0.000009301186,0.0002488126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001083046,"threshold_uncertainty_score":0.003623128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002163360551392834,"score_gpt":0.1951523213550773,"score_spread":0.1929889608036844,"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."}}