{"id":"W2160261493","doi":"10.1023/a:1015419018741","title":"Influence of Lüders bands on magnetic Barkhausen noise and magnetic flux leakage signals","year":2002,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Lüders band; Ultimate tensile strength; Barkhausen effect; Composite material; Anisotropy; Permeability (electromagnetism); Solid mechanics; Magnetic flux leakage; Metallurgy; Magnetic field; Microstructure; Magnetization; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001516095,0.000177371,0.0003804371,0.0001796012,0.0002020184,0.0002304248,0.0007928002,0.00005161139,0.004002333],"category_scores_gemma":[0.0003300419,0.0001295585,0.00004098038,0.0003509618,0.001082834,0.0004486057,0.0001497917,0.00008623143,0.000113972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003114954,"about_ca_system_score_gemma":0.00007876007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003131846,"about_ca_topic_score_gemma":9.719972e-7,"domain_scores_codex":[0.9976856,0.00008916055,0.0008033688,0.0002937358,0.0007569935,0.0003711875],"domain_scores_gemma":[0.9984735,0.0001060507,0.0005119659,0.0003619549,0.0003259081,0.0002206575],"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":[0.00003798113,0.00007697723,0.00005706626,0.00004142855,0.000001074611,0.00000646075,0.0002705877,0.0006501381,0.9971063,0.0002054995,0.000396223,0.001150243],"study_design_scores_gemma":[0.0004823833,0.00141529,0.01347858,0.0001534027,0.00002736571,0.0001143996,0.00008646773,0.0001567701,0.9827651,0.0003293788,0.0008116645,0.0001792252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973311,0.0006567963,0.00001976888,0.0005512507,0.0002632952,0.0001810518,0.00001667583,0.00001245699,0.0009676211],"genre_scores_gemma":[0.9977742,0.0002208868,0.001235499,0.000191913,0.0000848691,0.000007021177,1.641765e-7,0.00001130077,0.0004741317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01434124,"threshold_uncertainty_score":0.9969081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480542437990396,"score_gpt":0.2253956778518886,"score_spread":0.2105902534719846,"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."}}