{"id":"W7077459644","doi":"10.1016/j.jmst.2025.08.008","title":"Influence of galvannealed zinc coating on refining microstructure and enhancing mechanical performance of laser brazed DP600 and DP980 steels","year":2025,"lang":"en","type":"article","venue":"Journal of Material Science and Technology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Brazing; Microstructure; Galvannealed; Coating; Ultimate tensile strength; Joint (building); Refining (metallurgy)","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":[0.0001410012,0.0003488955,0.0001878911,0.0003325849,0.0001317511,0.0002704317,0.0003107672,0.0002704315,0.001071347],"category_scores_gemma":[0.0002825637,0.000218329,0.0002379972,0.0001915719,0.0002034964,0.0001706531,0.0001717362,0.0002314228,0.0002377518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006823,"about_ca_system_score_gemma":0.0001324407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001598305,"about_ca_topic_score_gemma":0.005183938,"domain_scores_codex":[0.9998635,0.000007699316,0.00001158712,0.00003260203,0.00006060621,0.00002410162],"domain_scores_gemma":[0.9998527,0.00002297786,0.00004741535,0.00001327429,0.00004298557,0.00002058937],"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":[0.00004384371,0.000005637049,0.0003421597,0.00003837121,0.000003806729,0.00002251551,0.00001415147,0.0001733406,0.9981624,0.00001225935,0.00001225332,0.001169357],"study_design_scores_gemma":[0.000007523511,0.0003123911,0.009803782,0.000004823527,0.00001641859,0.00006273214,0.00002771722,0.001232023,0.9878193,0.00001026397,0.0006964959,0.000006615312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980296,0.0002673946,0.001028514,0.000007730822,0.000006554747,0.000009756137,0.000104168,0.00004529194,0.0005010187],"genre_scores_gemma":[0.9966961,0.0001512576,0.002336833,0.000008695537,0.00000171237,0.000006893933,0.00009209977,0.0000251715,0.0006812824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001598305,"threshold_uncertainty_score":0.003583968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00388200770874178,"score_gpt":0.2172654887770082,"score_spread":0.2133834810682665,"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."}}