{"id":"W4410910996","doi":"10.1016/j.cis.2025.103561","title":"Nanomaterials-based Pickering foams: Stabilization, morphology, rheology, and perspectives","year":2025,"lang":"en","type":"review","venue":"Advances in Colloid and Interface Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Chunhui Project Foundation of the Education Department of China","keywords":"Nanomaterials; Materials science; Nanotechnology; Pickering emulsion; Nanoparticle; Nanofiber; Graphene; Chemical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008431782,0.0002909173,0.0007439773,0.0003712361,0.0002979532,0.0001841309,0.0004170647,0.0001183949,0.00006595608],"category_scores_gemma":[0.0007932005,0.0002394097,0.0000380114,0.0009111653,0.001811792,0.0007300082,0.0003612107,0.0001174147,0.000005675478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001560459,"about_ca_system_score_gemma":0.0004148681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001632316,"about_ca_topic_score_gemma":0.00005260706,"domain_scores_codex":[0.9978691,0.0001624805,0.0005040169,0.0009054,0.0001666185,0.0003923519],"domain_scores_gemma":[0.9989234,0.0003414272,0.0002092393,0.0003235258,0.0001188388,0.00008356474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001501528,0.0004680697,0.001361139,0.03459002,0.00002102905,0.0000140272,0.004484829,0.002636345,0.1332953,0.01960277,0.00006629789,0.80331],"study_design_scores_gemma":[0.002108771,0.00113946,0.0003167159,0.04462311,0.0003109757,0.0001779809,0.003746231,0.005606659,0.05317775,0.001872287,0.8837997,0.003120381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02554226,0.9706275,0.002187852,0.00002634256,0.000711111,0.0005498168,0.0000368914,0.00005683469,0.0002613667],"genre_scores_gemma":[0.115776,0.8824177,0.001545772,0.00001502851,0.00001947064,0.00009695691,0.000002945996,0.00001165943,0.0001144858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8837334,"threshold_uncertainty_score":0.9762845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316233712975646,"score_gpt":0.3552153425970335,"score_spread":0.3320530054672771,"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."}}