{"id":"W1842004970","doi":"10.1038/srep21210","title":"Observation of the Kibble–Zurek Mechanism in Microscopic Acoustic Crackling Noises","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Army Research Laboratory; Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Hyperelastic material; Scaling; Nonlinear system; Acoustic emission; Mechanism (biology); Deformation (meteorology); Scaling law; Deformation mechanism","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002206591,0.0002543064,0.0002642358,0.0005876867,0.0002390111,0.000360501,0.0005078144,0.0005463944,0.001177361],"category_scores_gemma":[0.001113593,0.0001885093,0.0002095731,0.0001725755,0.0009760676,0.0007883545,0.0004489252,0.0006056066,0.0001180719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003352648,"about_ca_system_score_gemma":0.0001470675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005697138,"about_ca_topic_score_gemma":0.0003334784,"domain_scores_codex":[0.9999144,0.00001390967,0.000003018408,0.00002797649,0.00002410745,0.0000166129],"domain_scores_gemma":[0.9995793,0.0001642731,0.0001099335,0.0000510817,0.00004020587,0.00005522074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003431013,0.000191379,0.00812443,0.0002968459,0.00008148391,0.001119479,0.0006603272,0.135934,0.5068275,0.3254023,0.001374222,0.01964508],"study_design_scores_gemma":[0.00002775276,0.00008736196,0.008211633,0.00001660317,0.00001228596,0.0004182878,0.00008088256,0.8985133,0.0287324,0.06309095,0.0007575391,0.00005100538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8788328,0.0003394235,0.1153287,0.0002562176,0.00002555725,0.00003491553,0.00009419151,0.0002920154,0.004796145],"genre_scores_gemma":[0.9962636,0.00004442773,0.003139801,0.00001565609,0.000003548019,0.00001022144,0.00001414772,0.000009583872,0.0004990775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001177361,"threshold_uncertainty_score":0.003938675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008778421008733949,"score_gpt":0.2226544301462442,"score_spread":0.2138760091375102,"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."}}