{"id":"W3209486445","doi":"10.1103/physrevx.11.041019","title":"Interplay of Rearrangements, Strain, and Local Structure during Avalanche Propagation","year":2021,"lang":"en","type":"article","venue":"Physical Review X","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Materials Research; Natural Sciences and Engineering Research Council of Canada; Materials Research Science and Engineering Center, Harvard University; University of Pennsylvania; Simons Foundation; National Science Foundation","keywords":"Strain (injury); Materials science; Physics; Statistical physics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002571702,0.0001023533,0.000288694,0.00001205635,0.00004309138,0.00003365293,0.0001447343,0.00001593311,0.0006930341],"category_scores_gemma":[0.0003089692,0.00007815976,0.0000352384,0.0001299079,0.0001338884,0.0001292136,0.0001368836,0.00008544097,0.00003082789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000016333,"about_ca_system_score_gemma":0.00003037863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000688535,"about_ca_topic_score_gemma":0.000002735639,"domain_scores_codex":[0.998901,0.0001782756,0.0002240786,0.0002797919,0.0002663543,0.0001505141],"domain_scores_gemma":[0.9994595,0.00003956843,0.0001375758,0.0002282326,0.00008273728,0.00005239726],"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":[0.000004271851,0.00002168429,0.0001207765,0.001813678,0.000002300107,0.000003696421,0.0001319084,0.00003373172,0.9942696,0.0009818812,0.00002052055,0.002595965],"study_design_scores_gemma":[0.0002277934,0.00006062943,0.01525721,0.002313938,0.00004865381,0.00003412657,0.00004331945,0.00118436,0.9763017,0.003833687,0.0004886388,0.000205924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960588,0.002165845,0.0008126394,0.0004191297,0.0001126617,0.0001566066,0.00003264609,0.00002528892,0.00021643],"genre_scores_gemma":[0.9978609,0.0005012563,0.00135732,0.0001510702,0.0000741183,0.000006893783,0.000008601008,0.000007715357,0.00003212723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01796787,"threshold_uncertainty_score":0.7588238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007580031685150118,"score_gpt":0.2996745277035753,"score_spread":0.2920944960184252,"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."}}