{"id":"W4401330997","doi":"10.29391/2024.103.029","title":"Zinc-Induced Liquid Metal Embrittlement in Austenitic Microstructures","year":2024,"lang":"en","type":"article","venue":"Welding Journal","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"International Zinc Association; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; American Welding Society","keywords":"Liquid metal embrittlement; Metallurgy; Materials science; Austenite; Microstructure; Embrittlement; Zinc; Liquid metal; Metal; Hydrogen embrittlement; Corrosion; Grain boundary","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007871581,0.0001217356,0.000121285,0.0001238673,0.0001241268,0.0001355607,0.0001484435,0.0001360396,0.0003680438],"category_scores_gemma":[0.0001628701,0.0001335032,0.00008741159,0.00007929441,0.0001917084,0.0001438379,0.0001539923,0.0001383244,0.00007435225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889233,"about_ca_system_score_gemma":0.00009799581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009578021,"about_ca_topic_score_gemma":0.00264426,"domain_scores_codex":[0.9999292,0.000005662395,0.000003466791,0.0000163335,0.00003160864,0.00001381584],"domain_scores_gemma":[0.9999223,0.00001112652,0.00003518375,0.000007092284,0.00001845342,0.000005852293],"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":[0.00001983331,0.000003482419,0.0003111569,0.00002334765,0.000001689203,0.00004696942,0.00001357871,0.0002481921,0.9985954,0.00005231429,0.000009460124,0.0006745424],"study_design_scores_gemma":[0.00001051442,0.0001534568,0.009500696,0.000004115577,0.000005804292,0.0001214797,0.00002678278,0.002695924,0.9866927,0.00004280252,0.0007423984,0.000003387025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996292,0.0003504072,0.002661094,0.00001276559,0.000005098866,0.000009878303,0.00002636459,0.00002937515,0.0006130286],"genre_scores_gemma":[0.9983736,0.0001020592,0.0009873048,0.0000059981,0.000001144118,0.000004688214,0.00001818333,0.000005435778,0.0005015469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009578021,"threshold_uncertainty_score":0.001904428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081194086868485,"score_gpt":0.2613684888907295,"score_spread":0.2505565480220446,"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."}}