{"id":"W2768996398","doi":"10.3390/polym9110611","title":"Aggregation Behavior of Nano-Silica in Polyvinyl Alcohol/Polyacrylamide Hydrogels Based on Dissipative Particle Dynamics","year":2017,"lang":"en","type":"article","venue":"Polymers","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Materials science; Dissipative particle dynamics; Self-healing hydrogels; Polyvinyl alcohol; Chemical engineering; Nano-; Dispersion (optics); Polymer; Polyacrylamide; Composite material; Polymer chemistry; Optics","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":[0.0001563295,0.0001856569,0.0002730845,0.00004903961,0.0001681852,0.00005564143,0.0003386872,0.0001227794,0.0003907463],"category_scores_gemma":[0.0001332961,0.0001757833,0.0001092466,0.00008388954,0.0001486205,0.0001474598,0.00004418308,0.0001182366,0.00001358455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611711,"about_ca_system_score_gemma":0.00006325097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003085111,"about_ca_topic_score_gemma":0.0007745056,"domain_scores_codex":[0.9986595,0.00003684716,0.0003632774,0.000297356,0.0003209896,0.0003220386],"domain_scores_gemma":[0.9986813,0.0001033865,0.0003711898,0.000705961,0.00002625553,0.0001119269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001720601,0.0003364203,0.521811,0.00004025542,0.00002283271,0.00001882718,0.0002779033,0.0000514368,0.4209647,0.0002927952,0.000006771161,0.05600498],"study_design_scores_gemma":[0.001257394,0.00005080976,0.0467517,0.000200051,0.00003345267,0.000001439138,0.000423594,0.01703733,0.9339085,0.0000208608,0.00006038391,0.0002545294],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849097,0.00008305904,0.00001052269,0.0001927489,0.0001264973,0.0001316497,0.000114676,0.00003404785,0.01439713],"genre_scores_gemma":[0.9985582,0.000004119677,0.00001791076,0.00003025172,0.00003326141,0.00006739653,0.00001861912,0.00002855735,0.001241646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5129437,"threshold_uncertainty_score":0.7168235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806766149303289,"score_gpt":0.2753006486805391,"score_spread":0.2572329871875061,"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."}}