{"id":"W4320921391","doi":"10.1016/j.matchar.2023.112730","title":"The role of cellular structure, non-equilibrium eutectic phases and precipitates on quasi-static strengthening mechanisms of as-built AlSi10Mg parts 3D printed via laser powder bed fusion","year":2023,"lang":"en","type":"article","venue":"Materials Characterization","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Office of Science; Argonne National Laboratory; Natural Sciences and Engineering Research Council of Canada; Queen's University; U.S. Department of Energy","keywords":"Materials science; Eutectic system; Shearing (physics); Lamellar structure; Nanocrystalline material; Yield (engineering); Stacking fault; Microstructure; Scanning electron microscope; Alloy; Fusion; Composite material; Crystallography; Dislocation; Nanotechnology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000193745,0.0002397425,0.000337763,0.0001177044,0.00009005202,0.0001005771,0.0001266962,0.00008907315,0.0002647324],"category_scores_gemma":[0.00007702649,0.0001858268,0.00002567875,0.0001397382,0.0000471248,0.0001745281,0.00007444846,0.00004871442,0.00001021601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001304931,"about_ca_system_score_gemma":0.00001073549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001678149,"about_ca_topic_score_gemma":0.000001831478,"domain_scores_codex":[0.9987874,0.00008054663,0.0004878644,0.0002137717,0.0001925105,0.0002378801],"domain_scores_gemma":[0.9992697,0.0001559362,0.0002548377,0.0002010244,0.00007639644,0.00004207166],"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":[0.0001107867,0.00002031914,0.000016607,0.0003619365,0.00004331899,0.000001721683,0.0005013106,0.0005883847,0.9961405,0.00006931624,0.000003218981,0.002142593],"study_design_scores_gemma":[0.0002460063,0.000174457,0.001977607,0.0001744924,0.00003295555,0.00000200977,0.00008199627,0.003143275,0.991641,0.002219646,0.0001280065,0.0001785868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967718,0.00001501815,0.001587373,0.0000192455,0.0005981785,0.0003599802,0.0004654705,0.0001634633,0.00001945886],"genre_scores_gemma":[0.9987792,0.00009100458,0.00008873808,0.000008896181,0.00008437539,0.00003371844,0.000825226,0.00005954524,0.00002931711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499524,"threshold_uncertainty_score":0.7577797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00619996330024594,"score_gpt":0.20620870694749,"score_spread":0.2000087436472441,"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."}}