{"id":"W7132946827","doi":"","title":"Microstructure Evolution and Mechanical Behavior of Laser Additively Manufactured Alloys with Heterogeneous Microstructures","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; University of Toronto; Canadian Light Source","keywords":"Microstructure; Nanoindentation; Eutectic system; Alloy; Ultimate tensile strength; Ductility (Earth science); Elastic modulus; Deformation (meteorology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009347305,0.001242696,0.001155908,0.0002979368,0.0001928263,0.0002731239,0.0003120491,0.001017755,0.002047829],"category_scores_gemma":[0.0000369585,0.001055417,0.0002009739,0.0001919915,0.0002278491,0.000146048,0.0001156199,0.0008073655,0.00002932599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001545676,"about_ca_system_score_gemma":0.0001405379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003206821,"about_ca_topic_score_gemma":0.0004719505,"domain_scores_codex":[0.9970517,0.00007921368,0.0006860089,0.001073339,0.0004450632,0.0006646519],"domain_scores_gemma":[0.9985979,0.0001291496,0.0004058235,0.000414617,0.0002249866,0.0002274929],"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":[0.001757934,0.00008508634,0.00006319712,0.01214249,0.001312473,0.0003194014,0.00828841,0.003493141,0.9691976,0.0002498789,0.0008449751,0.002245391],"study_design_scores_gemma":[0.000701948,0.0004456557,0.008824649,0.00134732,0.001337407,0.0003497595,0.001167082,0.0000735105,0.9822622,0.0009574599,0.001362136,0.001170878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896613,0.005069314,0.0002732186,0.00004544875,0.001422001,0.0009371625,0.002239758,0.000167978,0.000183762],"genre_scores_gemma":[0.9940937,0.0004912802,0.001188869,0.00001837245,0.0003472767,0.0001138389,0.001859518,0.0003050783,0.001582081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01306457,"threshold_uncertainty_score":0.9991896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006539413928655954,"score_gpt":0.2483703450780098,"score_spread":0.2418309311493539,"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."}}