{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001082186,0.0001119396,0.000101879,0.0002604215,0.0001137672,0.0002384664,0.0001444792,0.000193227,0.0004267016],"category_scores_gemma":[0.0001551554,0.0001581748,0.0001250958,0.0001685518,0.0001572859,0.000102727,0.0001087938,0.0001436322,0.0001056985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499593,"about_ca_system_score_gemma":0.00008333083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006918886,"about_ca_topic_score_gemma":0.001248004,"domain_scores_codex":[0.9999133,0.000005264669,0.000005313799,0.00002104115,0.00004022246,0.00001485255],"domain_scores_gemma":[0.9998869,0.00001569306,0.00004345976,0.00001298226,0.00003044774,0.00001057842],"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":[0.00004774495,0.00001150596,0.002029347,0.00001531239,0.000004671753,0.00005003833,0.00003510983,0.0008031273,0.9954492,0.00008260097,0.00001901675,0.001452388],"study_design_scores_gemma":[0.000009008653,0.0004026453,0.04915864,0.000005540345,0.00001669225,0.0001320507,0.00009630725,0.008798614,0.9405488,0.00003930374,0.0007835947,0.000008780645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990358,0.0001132555,0.0004205295,0.000004368555,0.000001773974,0.000003109778,0.0000432983,0.00001207892,0.0003657298],"genre_scores_gemma":[0.9982358,0.0000805109,0.0009431202,0.000004217794,0.000001447277,0.000005655475,0.00007167579,0.00000600972,0.000651504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006918886,"threshold_uncertainty_score":0.001813531,"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."}}