{"id":"W2087533048","doi":"10.1103/physrevlett.96.228301","title":"Microscopic Dynamics of Recovery in Sheared Depletion Gels","year":2006,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Spectroscopy; Materials science; Colloid; Relaxation (psychology); Dynamics (music); Chemical physics; Supercooling; Shear (geology); Dynamic light scattering; Rheology; Nanotechnology; Nanoparticle; Physics; Thermodynamics; Chemistry; Composite material; Physical chemistry","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":[0.0001861899,0.000104512,0.0003252861,0.00002809862,0.00001915991,0.00002413041,0.0001411192,0.00001003379,0.00008359631],"category_scores_gemma":[0.00002143332,0.00008487422,0.00007123804,0.0001106728,0.00006012502,0.00009983975,0.00004067692,0.0000487151,0.00005895537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005856839,"about_ca_system_score_gemma":0.000011998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005710818,"about_ca_topic_score_gemma":0.00007493109,"domain_scores_codex":[0.9991167,0.0000897094,0.0003013063,0.0001801818,0.0001367761,0.0001753916],"domain_scores_gemma":[0.9996415,0.00003309133,0.0001047037,0.0001814671,0.0000202961,0.00001893222],"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":[0.00001166727,0.00005104125,0.0003176984,0.0009524663,0.000001295016,0.00000176111,0.00001061187,0.0002036642,0.9967898,0.0007838151,0.0003905981,0.0004855618],"study_design_scores_gemma":[0.003287521,0.0008982432,0.09596869,0.02898663,0.0003662788,0.00002859306,0.00003534384,0.03931205,0.7800136,0.02894901,0.01868734,0.003466687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960156,0.001365771,0.000217042,0.001801425,0.0001727966,0.0002131973,0.0000309254,0.00001635468,0.0001668584],"genre_scores_gemma":[0.9969669,0.0008227907,0.0004192679,0.00162537,0.00007587175,0.00002326306,0.00003529342,0.00001208787,0.00001916046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2167762,"threshold_uncertainty_score":0.346107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009098226986683711,"score_gpt":0.2465923668244126,"score_spread":0.2374941398377289,"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."}}