{"id":"W3091984597","doi":"10.3390/polym12102302","title":"Investigation of Surfactant-Polymer Interactions Using Rheology and Surface Tension Measurements","year":2020,"lang":"en","type":"article","venue":"Polymers","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pulmonary surfactant; Polymer; Carboxymethyl cellulose; Surface tension; Rheology; Chemical engineering; Materials science; Critical micelle concentration; Chemistry; Polymer chemistry; Aqueous solution; Sodium; Composite material; Organic chemistry; Micelle; Thermodynamics","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":[0.0007367845,0.0007917936,0.0006781348,0.001125874,0.0003495114,0.0006174825,0.0003681891,0.0004845657,0.0008410416],"category_scores_gemma":[0.001065612,0.0002607198,0.0003342623,0.001209088,0.0003114918,0.0006099275,0.0003290504,0.0008688006,0.0003017816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009128,"about_ca_system_score_gemma":0.0003127738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007192831,"about_ca_topic_score_gemma":0.0007066514,"domain_scores_codex":[0.9993919,0.0001440253,0.00006465752,0.0001157301,0.0001994475,0.00008414013],"domain_scores_gemma":[0.9991857,0.0003769636,0.0001425954,0.00002800937,0.0002114852,0.00005521327],"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":[0.00002964948,0.00001723397,0.0003910503,0.0000505267,0.00000772718,0.00002613548,0.00002756944,0.00005354424,0.9980894,0.00002791595,0.0000100188,0.001269252],"study_design_scores_gemma":[0.000004930213,0.0002199153,0.002484614,0.000005345432,0.0000250428,0.0000663459,0.00003541854,0.001519882,0.9949912,0.00002877294,0.0006107686,0.000007656904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786686,0.00337682,0.01552834,0.00006189579,0.00003152296,0.000113301,0.000335365,0.0001414016,0.001742774],"genre_scores_gemma":[0.9814597,0.002592285,0.01411312,0.00004311548,0.00002989967,0.0001413776,0.0004182186,0.00005265216,0.001149646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001125874,"threshold_uncertainty_score":0.003896534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06882799610775402,"score_gpt":0.2591034822269464,"score_spread":0.1902754861191924,"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."}}