{"id":"W4385303009","doi":"10.1103/physreve.108.014131","title":"Large-scale heterogeneities can alter the characteristics of compressive failure and accelerated seismic release","year":2023,"lang":"en","type":"article","venue":"Physical review. E","topic":"earthquake and tectonic studies","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Acoustic emission; Brittleness; Compression (physics); Geology; Compressive strength; Stress (linguistics); Scale (ratio); Critical point (mathematics); Power law; Exponent; Geotechnical engineering; Physics; Materials science; Composite material; Geometry; Mathematics; Statistics","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":[0.0002365437,0.0001826149,0.0002486368,0.0004240982,0.0001333498,0.0002669045,0.0002109796,0.0002915204,0.001469847],"category_scores_gemma":[0.0006760689,0.0001854587,0.0001399234,0.0002691659,0.0005425854,0.0002819324,0.0002699603,0.0003163895,0.0001760624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489344,"about_ca_system_score_gemma":0.0001116764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003346159,"about_ca_topic_score_gemma":0.0006677238,"domain_scores_codex":[0.99981,0.00001847245,0.00001387124,0.00006601159,0.00006346293,0.00002829258],"domain_scores_gemma":[0.9994127,0.0001825895,0.0002096304,0.00009675651,0.00005677968,0.00004153508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001736959,0.0000669682,0.03732736,0.0001368287,0.00005141903,0.0003069312,0.0001458049,0.003600818,0.9479712,0.0004763962,0.0001022927,0.009640204],"study_design_scores_gemma":[0.00001094092,0.0005587686,0.7573704,0.00001737772,0.00004109606,0.0008160782,0.0003431213,0.01173293,0.2263779,0.0012167,0.001479625,0.00003525452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953603,0.0003412054,0.003200282,0.00001915399,0.000007107282,0.00001531282,0.0001117634,0.000040689,0.0009041879],"genre_scores_gemma":[0.9993291,0.0000821741,0.0002976627,0.000007790262,0.000002294117,0.000007524387,0.00007264014,0.000005509907,0.0001953725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001469847,"threshold_uncertainty_score":0.004917145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328587337881682,"score_gpt":0.2738253980301153,"score_spread":0.2505395246512985,"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."}}