{"id":"W1610441103","doi":"10.1063/1.1711765","title":"Magnetic Barkhausen Noise and Neutron Diffraction Techniques for the Study of Intergranular Residual Strains in Mild Steel","year":2004,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Materials science; Barkhausen effect; Neutron diffraction; Intergranular corrosion; Residual stress; Diffraction; Ultimate tensile strength; Composite material; Residual; Work (physics); Metallurgy; Magnetic field; Magnetization; Microstructure; Optics; Mechanical engineering; Computer science","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":[0.0002671032,0.0001137564,0.0001515275,0.00004474161,0.0001025035,0.00009286759,0.0002429048,0.00004504486,0.00003462617],"category_scores_gemma":[0.00004538213,0.00007947371,0.0000155857,0.00009982529,0.0001251642,0.0001517693,0.00008362472,0.00009032397,0.000001542639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002304996,"about_ca_system_score_gemma":0.00003723923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007499473,"about_ca_topic_score_gemma":0.0002804188,"domain_scores_codex":[0.9991566,0.000006918725,0.0002622684,0.0002612454,0.0001364763,0.0001765052],"domain_scores_gemma":[0.9995761,0.00003102109,0.00009799653,0.0001197028,0.0001414984,0.00003371419],"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":[0.00006041802,0.0002348185,0.002114324,0.00006036838,0.000002476087,1.650862e-7,0.004037173,0.000001536363,0.9863088,0.003127685,0.00004408078,0.00400823],"study_design_scores_gemma":[0.004688981,0.007677804,0.6917557,0.0004489366,0.0001981868,0.00001571569,0.05280731,0.002601508,0.2242904,0.01262387,0.002153087,0.0007385756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964895,0.00009388383,0.0004495308,0.001294769,0.00002396819,0.001350282,0.000007899459,0.00003814575,0.0002520534],"genre_scores_gemma":[0.9983231,0.00006756458,0.000903939,0.00005392873,0.00003112017,0.0005365581,8.145647e-7,0.000009431479,0.00007348309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7620183,"threshold_uncertainty_score":0.3240844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569198187698932,"score_gpt":0.2628952813794927,"score_spread":0.2372032995025034,"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."}}