{"id":"W1974351545","doi":"10.14356/kona.2000012","title":"Effect of Surfactant and Polymer Adsorption on the Viscosity of Aqueous Colloidal Silica Dispersions under Extreme Conditions","year":2000,"lang":"en","type":"article","venue":"KONA Powder and Particle Journal","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"University of Florida; National Science Foundation","keywords":"Pulmonary surfactant; Materials science; Polymer; Viscosity; Colloid; Chemical engineering; Dispersion (optics); Dispersion stability; Aqueous solution; Cationic polymerization; Dispersant; Adsorption; Rheology; Reduced viscosity; Ionic strength; Polymer chemistry; Composite material; 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":[0.0004547212,0.0004502529,0.0004334809,0.0003286783,0.0002451046,0.000572207,0.0002206577,0.0003901257,0.0006638517],"category_scores_gemma":[0.001916822,0.0002964496,0.0002736632,0.0002637976,0.0003724812,0.0004409731,0.0003068855,0.0007387713,0.0001954157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024136,"about_ca_system_score_gemma":0.0002904102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008778559,"about_ca_topic_score_gemma":0.0009498118,"domain_scores_codex":[0.9994088,0.0001258777,0.00007584603,0.00007523871,0.0001957281,0.0001184037],"domain_scores_gemma":[0.9986253,0.0006708731,0.0002489448,0.00006164214,0.0002182529,0.0001750938],"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":[0.0002262401,0.00002649604,0.0003770953,0.0000456167,0.00001638317,0.00005247311,0.00005317155,0.0001361593,0.9978943,0.00002858349,0.00001218359,0.001131303],"study_design_scores_gemma":[0.000007151325,0.0001973922,0.00129994,0.000004978271,0.00001758557,0.00004733985,0.00001207848,0.0005568066,0.9976114,0.0000105829,0.0002287834,0.000005978233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973426,0.0009360203,0.001000262,0.00005208895,0.00001881956,0.00001161108,0.00004869075,0.00002958831,0.0005602838],"genre_scores_gemma":[0.9973469,0.0005919979,0.001468617,0.00003542734,0.00001575755,0.00001436578,0.00009659474,0.00002416117,0.0004060795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008778559,"threshold_uncertainty_score":0.002404809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393033717114228,"score_gpt":0.2401184006053066,"score_spread":0.2261880634341644,"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."}}