{"id":"W3207155853","doi":"10.1103/physrevfluids.6.l101301","title":"Irreversibility and rate dependence in sheared adhesive suspensions","year":2021,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Università degli Studi della Campania Luigi Vanvitelli; Vetenskapsrådet","keywords":"Rheology; van der Waals force; Hamaker constant; Shear rate; Suspension (topology); Shear flow; Adhesive; Brownian motion; Shear (geology); Amplitude; Materials science; Thermodynamics; Volume fraction; Mechanics; Chemistry; Physics; Composite material; Van der Waals radius; Mathematics","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":[0.0004029942,0.0001096058,0.0003401615,0.00001039818,0.00005327431,0.00004808143,0.0001086337,0.00002004639,0.0005436147],"category_scores_gemma":[0.0004552347,0.00008462121,0.00004891031,0.0001408607,0.00007423169,0.0001353893,0.0001802463,0.00007453907,0.0001541864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000234615,"about_ca_system_score_gemma":0.0000666261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008725034,"about_ca_topic_score_gemma":0.00008222658,"domain_scores_codex":[0.9988727,0.0002796573,0.0002026012,0.0003332223,0.0001246907,0.00018713],"domain_scores_gemma":[0.9994239,0.0001120229,0.00002958976,0.000272011,0.00008494675,0.00007752456],"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":[0.00001144511,0.00005712316,0.0001998253,0.0005497706,0.000001716385,0.00002733824,0.00007635083,0.00000123814,0.9938384,0.003956478,0.0001369877,0.001143372],"study_design_scores_gemma":[0.001144051,0.0002920714,0.04888994,0.007946928,0.0001773826,0.00006486742,0.0001378577,0.005545034,0.85756,0.05739298,0.0194981,0.001350812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985334,0.01285367,0.00001599561,0.0008914325,0.0001384752,0.0001889198,0.00001432276,0.00001837836,0.0005448337],"genre_scores_gemma":[0.9891177,0.009785553,0.0002778629,0.0006370169,0.00003799982,0.00001852532,0.000006715279,0.000006958603,0.0001116084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1362784,"threshold_uncertainty_score":0.59522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262045434591895,"score_gpt":0.2922495539292376,"score_spread":0.2696290995833186,"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."}}