{"id":"W4408986390","doi":"10.1016/j.mechmat.2025.105338","title":"Anisotropic tensile properties and microstructure of SS316LSi fabricated using wire-based laser directed energy deposition","year":2025,"lang":"en","type":"article","venue":"Mechanics of Materials","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Department of Mechanical Engineering, Stanford University; Pennsylvania State University","keywords":"Materials science; Microstructure; Anisotropy; Composite material; Ultimate tensile strength; Deposition (geology); Laser; Metallurgy; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486027,0.000123838,0.0001459557,0.0002315129,0.0001843237,0.0002270611,0.0002021208,0.0002956675,0.001415264],"category_scores_gemma":[0.0002177864,0.0001769789,0.000108858,0.0002711324,0.000202895,0.000144823,0.00008971895,0.000190452,0.0002655271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002800337,"about_ca_system_score_gemma":0.0001952764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001557899,"about_ca_topic_score_gemma":0.003683288,"domain_scores_codex":[0.9999094,0.000004321566,0.000004878118,0.00001694604,0.00005187391,0.0000125915],"domain_scores_gemma":[0.9998125,0.00002729766,0.00006242713,0.0000200595,0.00005549282,0.00002218327],"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":[0.00005219432,0.00001002855,0.000514511,0.00002244818,0.000002948902,0.00005441084,0.00003183323,0.0003974347,0.9975919,0.0002100665,0.0001582082,0.0009541117],"study_design_scores_gemma":[0.00001119589,0.0001686143,0.02526647,0.000007699794,0.00001405333,0.00009975128,0.00006831435,0.006644494,0.9662208,0.00005184226,0.001434098,0.00001271928],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961791,0.0001623705,0.0008341643,0.00003772345,0.00001445356,0.000003703263,0.0002679003,0.00005499974,0.002445624],"genre_scores_gemma":[0.9966015,0.00006891901,0.001333204,0.00001203152,0.000004347246,0.000005356339,0.000238053,0.00001561037,0.001720906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001557899,"threshold_uncertainty_score":0.004734516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085189242284954,"score_gpt":0.1892812508025246,"score_spread":0.178429358379675,"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."}}