{"id":"W3213974813","doi":"10.3390/met11111813","title":"Investigation of Liquid Metal Embrittlement during Resistance Spot Welding of Martensitic Steel with Zn Jet Vapor-Deposited Coating","year":2021,"lang":"en","type":"article","venue":"Metals","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Liquid metal embrittlement; Spot welding; Metallurgy; Welding; Coating; Ultimate tensile strength; Embrittlement; Martensite; Composite material; Galvannealed; Galvanization; Microstructure; Layer (electronics); Grain boundary","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":[0.0002673883,0.0001785452,0.0004918759,0.0001553928,0.00004651822,0.00001322338,0.0001014707,0.00005109335,0.00002992209],"category_scores_gemma":[0.00007687453,0.0001779522,0.0001095864,0.0005804158,0.00004863346,0.0001788001,0.00005089549,0.0001132319,0.000001014789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007887028,"about_ca_system_score_gemma":0.00001823466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065117,"about_ca_topic_score_gemma":0.00006456255,"domain_scores_codex":[0.9986891,0.00005931225,0.0005523932,0.0002229097,0.0002668362,0.0002094569],"domain_scores_gemma":[0.9991044,0.00007759281,0.0002052233,0.0003576572,0.0002004215,0.00005468448],"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":[0.00003413338,0.000008269748,0.0009501236,0.0004436027,0.0003011224,0.00003047429,0.0001498622,0.02446089,0.9733083,0.000272433,0.00001343797,0.00002733207],"study_design_scores_gemma":[0.0002270118,0.00003977349,0.001076645,0.0003323362,0.0002658231,0.0000122792,0.0001165923,0.002899437,0.9947272,0.0001007288,0.00002684079,0.0001753094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641876,0.0007381123,0.0344108,0.00004108276,0.00002726891,0.0001193147,0.00001671862,0.0001745096,0.0002845656],"genre_scores_gemma":[0.891335,0.00003454253,0.1084415,0.00001006977,0.000020441,0.00001576237,0.0000230448,0.00003840749,0.00008119597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07403073,"threshold_uncertainty_score":0.7256679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419577256171829,"score_gpt":0.2226828803047762,"score_spread":0.208487107743058,"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."}}