{"id":"W3110991913","doi":"10.48336/0wc4-3r10","title":"A study of nonlinearity with spectral element method and linear slip effective medium theory.","year":2021,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nonlinear system; Mechanics; Slip (aerodynamics); Geology; Phenomenon; Physics; Geotechnical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007269955,0.0006713316,0.0004733918,0.0008158855,0.0003811378,0.0003865208,0.0006467868,0.001051689,0.002681614],"category_scores_gemma":[0.002818085,0.000321208,0.0005843987,0.0004220357,0.001029005,0.001347684,0.0009091314,0.001101721,0.0004645362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003320964,"about_ca_system_score_gemma":0.0006384511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419068,"about_ca_topic_score_gemma":0.002075145,"domain_scores_codex":[0.9997773,0.00009576638,0.000007824021,0.00001547554,0.00008682329,0.00001684182],"domain_scores_gemma":[0.9989994,0.000680409,0.00006985055,0.00004553792,0.0001608361,0.00004388336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001854217,0.0003095091,0.003316556,0.0006903581,0.0001222157,0.0004491541,0.0005627737,0.556855,0.02803863,0.3286969,0.005744557,0.07502901],"study_design_scores_gemma":[0.000004916243,0.00002036697,0.0001646239,0.00001660559,0.00000442802,0.00003468339,0.00002407598,0.983596,0.000990822,0.01371801,0.001417378,0.000008174457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0476761,0.00207082,0.9300784,0.0009620597,0.0002744178,0.0001144079,0.0000952287,0.0001618369,0.0185667],"genre_scores_gemma":[0.586842,0.002068383,0.3790698,0.0003837057,0.000256104,0.0003827533,0.00021079,0.0003620857,0.03042443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002681614,"threshold_uncertainty_score":0.008970916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295674684707417,"score_gpt":0.2630681611447162,"score_spread":0.250111414297642,"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."}}