{"id":"W4413238497","doi":"10.2139/ssrn.5385313","title":"Understanding Rupture Front Transitions in Dry Frictional Interface","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Front (military); Interface (matter); Geology; Materials science; Mechanical engineering; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002015675,0.0003329368,0.0003941812,0.0006329737,0.0003748953,0.0008537752,0.0008697693,0.001202303,0.005800329],"category_scores_gemma":[0.001160582,0.0003644024,0.0002442079,0.0002562724,0.0006830602,0.001693577,0.0006790539,0.001168574,0.0008545589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719524,"about_ca_system_score_gemma":0.00017547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147821,"about_ca_topic_score_gemma":0.001054967,"domain_scores_codex":[0.9999268,0.000005741413,0.000002681959,0.00001901604,0.00001930358,0.00002654509],"domain_scores_gemma":[0.9997918,0.00007625783,0.00003660119,0.00003557355,0.00003424894,0.00002562599],"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":[0.001484848,0.0007466468,0.01655162,0.0006861874,0.00008597127,0.002233495,0.00126733,0.1897692,0.6593678,0.06472036,0.004079931,0.05900656],"study_design_scores_gemma":[0.00004009371,0.0001860885,0.01619514,0.00003958479,0.00001906218,0.0003151567,0.0004086638,0.9009205,0.04995587,0.02979436,0.002081986,0.00004356931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893552,0.0009603615,0.09344502,0.0004531452,0.00009515924,0.00006548018,0.0004893679,0.0006469883,0.01448921],"genre_scores_gemma":[0.9955851,0.0001882036,0.002245715,0.00004513759,0.00001441826,0.00001075976,0.0001296921,0.00004055406,0.001740465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005800329,"threshold_uncertainty_score":0.01940405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02762138124331225,"score_gpt":0.247302777081678,"score_spread":0.2196813958383658,"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."}}