{"id":"W1999550225","doi":"10.1140/epjst/e2008-00750-7","title":"Deformation, yield and ageing in glassy solids","year":2008,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ageing; Materials science; Yield (engineering); Deformation (meteorology); Rejuvenation; Forensic engineering; Composite material; Gerontology; Engineering","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":[0.0003773545,0.00008175523,0.0001166198,0.00002154415,0.0003042209,0.000139114,0.0002066482,0.00001240498,0.00005752736],"category_scores_gemma":[0.00004840052,0.00004857926,0.0000314345,0.00005255658,0.0001072325,0.0001782628,0.0001092686,0.0001742895,0.00008664143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001962818,"about_ca_system_score_gemma":0.00001358478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001839213,"about_ca_topic_score_gemma":0.00001162776,"domain_scores_codex":[0.9992344,0.0001692507,0.0001969266,0.000080228,0.0001524079,0.0001668221],"domain_scores_gemma":[0.9997255,0.00002712939,0.00007154177,0.0000959737,0.00002762853,0.00005225132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003184727,0.0003439814,0.001348493,0.00007547788,0.00002735295,0.002038346,0.0432601,0.0009611894,0.3932112,0.01760972,0.007781711,0.5330239],"study_design_scores_gemma":[0.003093936,0.001027608,0.3655763,0.0005199478,0.00007291276,0.00319443,0.001318229,0.003309351,0.0450328,0.1181499,0.4567989,0.001905766],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898903,0.0000220842,0.00002524684,0.0004186978,0.0005140382,0.00004087883,0.000001622304,0.00001106778,0.1090761],"genre_scores_gemma":[0.9690881,0.0001135707,0.00006376954,0.0001469804,0.03007548,4.237478e-7,4.103626e-7,0.00001068819,0.0005005361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5311182,"threshold_uncertainty_score":0.2339852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376906697024702,"score_gpt":0.2235685190704711,"score_spread":0.1997994521002241,"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."}}