{"id":"W2011265652","doi":"10.1103/physrevlett.104.205501","title":"Microscopic View of Accelerated Dynamics in Deformed Polymer Glasses","year":2010,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Relaxation (psychology); Deformation (meteorology); Dynamics (music); Acceleration; Molecular dynamics; Materials science; Polymer; Creep; Glass transition; Time evolution; Statistical physics; Physics; Classical mechanics; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006313569,0.0001205949,0.000125317,0.0003061033,0.0002338634,0.000261268,0.0002495185,0.000175076,0.001977708],"category_scores_gemma":[0.0001576521,0.0001136489,0.0001360383,0.00009720324,0.0004156071,0.0003639615,0.0001634689,0.0003856512,0.0001691043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005100464,"about_ca_system_score_gemma":0.0002598352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254603,"about_ca_topic_score_gemma":0.001224541,"domain_scores_codex":[0.999974,0.000003577378,9.441908e-7,0.000005361913,0.000009389133,0.0000067173],"domain_scores_gemma":[0.9999417,0.00001526245,0.000007496687,0.000009416052,0.000009390799,0.00001667041],"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":[0.0002370184,0.00009153692,0.002298305,0.00007526291,0.00003852594,0.0005419379,0.0003144733,0.1405316,0.7710081,0.07680595,0.000744627,0.007312692],"study_design_scores_gemma":[0.00004436984,0.0001674673,0.01100681,0.00001472416,0.00001825624,0.0002689456,0.00007088974,0.9229998,0.0507798,0.01204678,0.002537611,0.00004452884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458514,0.0004427984,0.04445712,0.0002401608,0.00002926798,0.00002579016,0.0002326828,0.0003157456,0.008404925],"genre_scores_gemma":[0.9956167,0.000153204,0.002984056,0.00001323571,0.000007643888,0.000009450885,0.00003748632,0.00001885659,0.001159454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00254603,"threshold_uncertainty_score":0.006616116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563256077539167,"score_gpt":0.2848215368027117,"score_spread":0.26918897602732,"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."}}