{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001864712,0.0001517073,0.0004624073,0.00002999952,0.00002750687,0.00003794525,0.0002878373,0.00001569091,0.0004370461],"category_scores_gemma":[0.00005464045,0.00009635752,0.00006672858,0.0001956787,0.000121078,0.0001376302,0.00007236486,0.0001283023,0.00007908731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992379,"about_ca_system_score_gemma":0.00003990168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002269737,"about_ca_topic_score_gemma":0.0002798148,"domain_scores_codex":[0.9989914,0.00006850292,0.0003461396,0.0002052517,0.0001497137,0.0002389914],"domain_scores_gemma":[0.9994788,0.00005427803,0.0001235873,0.0002625085,0.00003217167,0.00004870187],"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":[0.00001757877,0.00006116112,0.0002549927,0.001358818,0.000002689032,0.000002509728,0.00002654389,0.000001311862,0.9960784,0.0007920658,0.00007804518,0.00132584],"study_design_scores_gemma":[0.0007372565,0.0001587141,0.003342053,0.004317067,0.00007695783,0.00001384799,0.00001655506,0.003807939,0.9812236,0.0002789314,0.005327621,0.0006994334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962484,0.001337445,0.00001372895,0.001604025,0.0003462812,0.0002528002,0.00002411625,0.00002057427,0.0001526446],"genre_scores_gemma":[0.9943702,0.001715002,0.0001863331,0.003576827,0.00006079752,0.00003494553,0.00001417208,0.00001566687,0.00002601429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485482,"threshold_uncertainty_score":0.4785348,"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."}}