{"id":"W4380669197","doi":"10.1007/s10921-023-00970-w","title":"On the Combined Effect of Elastic and Plastic Strain on Magnetic Barkhausen Noise Signals","year":2023,"lang":"en","type":"article","venue":"Journal of Nondestructive Evaluation","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada; St. Lawrence College","funders":"","keywords":"Materials science; Barkhausen effect; Ultimate tensile strength; Composite material; Residual stress; Stress (linguistics); Deformation (meteorology); Plasticity; Dislocation; Magnetization; Magnetic field","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002284424,0.0001098276,0.000201815,0.0001273263,0.00009955789,0.0000379213,0.0001544429,0.00003613446,0.0007258315],"category_scores_gemma":[0.001882784,0.00006246496,0.0000460433,0.0002167534,0.0001263875,0.00007033064,0.00002717023,0.0001187246,0.00005302864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004100408,"about_ca_system_score_gemma":0.00007212981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003584138,"about_ca_topic_score_gemma":8.022411e-7,"domain_scores_codex":[0.9982924,0.0004439691,0.0003548742,0.0001284642,0.0006555702,0.0001247637],"domain_scores_gemma":[0.9967729,0.002443635,0.0003432515,0.0001468552,0.0002415249,0.00005179783],"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":[0.0005667262,0.00004282744,0.0001210585,0.00003535041,0.00001468759,0.000001881406,0.0002325265,0.006627679,0.9825546,0.002611706,0.0005105173,0.006680503],"study_design_scores_gemma":[0.007444151,0.03292539,0.4816898,0.0008270835,0.0008281591,0.00008013005,0.0007513413,0.1056044,0.2820674,0.08725014,0.00005963178,0.0004723482],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983331,0.00003995094,0.0001440789,0.0004354545,0.0002627227,0.0004314713,0.00001580827,0.000008165589,0.0003292334],"genre_scores_gemma":[0.9997441,0.000009970791,0.00008337952,0.00002459658,0.000062697,0.00002803859,0.000001785296,0.000008889506,0.00003656365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7004871,"threshold_uncertainty_score":0.7947345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415684533933736,"score_gpt":0.2869437520438138,"score_spread":0.2627869067044765,"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."}}