{"id":"W2032724377","doi":"10.1115/imece2007-42921","title":"Effect of Thermal and Stress Fields on the Microstructure of a Thin Wall Built Using Laser Solid Freeform Fabrication Process","year":2007,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Materials science; Microstructure; Fabrication; Delamination (geology); Stress (linguistics); Temperature gradient; Composite material; Thermal; Layer (electronics); Laser; Substrate (aquarium); Stress field; Optics; Structural engineering; Finite element method","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":[0.000167966,0.0000961994,0.0001256192,0.00002315424,0.00003316137,0.00001415505,0.00007993991,0.00006245399,0.00008646185],"category_scores_gemma":[0.00002678577,0.00005301224,0.00001787377,0.00003990447,0.00003278918,0.00004709933,0.00001485305,0.00006536875,3.09653e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006231946,"about_ca_system_score_gemma":0.000003880421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006349265,"about_ca_topic_score_gemma":0.00002034581,"domain_scores_codex":[0.9996095,0.00001191804,0.0001347736,0.00006936125,0.00007494536,0.00009949894],"domain_scores_gemma":[0.9996591,0.0001490855,0.0000487707,0.00009241801,0.00003523453,0.00001534099],"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":[0.0006776653,0.00006175196,0.004281857,0.008075599,0.0002486688,0.000005246295,0.005648925,0.09467345,0.8592739,0.0002160189,0.0003236654,0.02651327],"study_design_scores_gemma":[0.0001150954,0.00008147435,0.004963567,0.00006418413,0.00001176213,0.000001241733,0.00004641674,0.001672137,0.9928629,0.0001034911,0.0000165294,0.00006114209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973032,0.00003614423,0.001412288,0.00001163611,0.00005715903,0.0001280648,0.00002977362,0.00002748449,0.0009942376],"genre_scores_gemma":[0.9998091,0.000006134285,0.00008723257,0.00002110624,0.00004364738,0.000002167572,0.000004811542,0.00001078619,0.0000149952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335891,"threshold_uncertainty_score":0.2161777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007570206841703475,"score_gpt":0.2442220201804491,"score_spread":0.2366518133387456,"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."}}