{"id":"W4409225227","doi":"10.1021/acsnano.5c00464","title":"Internal Microstructure Dictates Yielding and Flow of Jammed Suspensions and Emulsions","year":2025,"lang":"en","type":"article","venue":"ACS Nano","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"H2020 Marie Skłodowska-Curie Actions; European Commission","keywords":"Microstructure; Materials science; Flow (mathematics); Rheology; Nanotechnology; Mechanics; Composite material; Physics","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":[0.0000324815,0.00007736299,0.0001481232,0.00005369962,0.00007905682,0.000005586307,0.000055372,0.00007770297,0.00001010633],"category_scores_gemma":[0.0001817582,0.00006501673,0.00001902083,0.00007154541,0.0001132346,0.00002775392,0.0001769315,0.0001170769,5.678059e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006308913,"about_ca_system_score_gemma":0.000005166135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000030186,"about_ca_topic_score_gemma":0.0000250539,"domain_scores_codex":[0.9996168,0.000006684836,0.0001221478,0.0001172334,0.00002780316,0.0001093472],"domain_scores_gemma":[0.9996529,0.0001940616,0.00001892147,0.00008257099,0.000027593,0.0000239575],"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":[0.00001950545,0.000007761628,0.0220619,0.00003645818,0.00008439391,0.000003200117,0.000504846,0.00007447293,0.963984,0.01157536,0.0005501579,0.001097974],"study_design_scores_gemma":[0.003361711,0.0001277921,0.1524727,0.001107855,0.0003267102,0.0001000687,0.001624289,0.2965698,0.5298933,0.0127252,0.0009568226,0.0007337475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991706,0.001796799,0.004961026,0.0004272033,0.0001445443,0.0000446045,0.00000980885,0.00002377828,0.0008862758],"genre_scores_gemma":[0.9961546,0.0003888435,0.001709041,0.00006924161,0.00001113743,0.000002201623,0.000003392124,0.000004563067,0.001656958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340907,"threshold_uncertainty_score":0.2651305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004067057274628929,"score_gpt":0.2189467705479843,"score_spread":0.2148797132733553,"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."}}