{"id":"W2978267019","doi":"10.1016/j.jmatprotec.2019.116436","title":"Effect of ultrasonic excitation on the process of L-PBFAM","year":2019,"lang":"en","type":"article","venue":"Journal of Materials Processing Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Innovation and Technology Fund","keywords":"Materials science; Ultrasonic sensor; Nucleation; Microstructure; Residual stress; Excitation; Grain size; Finite element method; Anisotropy; Composite material; Metallurgy; Optics; Acoustics; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002152441,0.0001625269,0.0001886461,0.0001233097,0.0001960108,0.0002191192,0.000170844,0.0002699567,0.003906009],"category_scores_gemma":[0.0004696619,0.0001597106,0.0001132821,0.0001265401,0.0002015832,0.0002033308,0.0001803489,0.0003323016,0.000546452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995561,"about_ca_system_score_gemma":0.0002344159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006087704,"about_ca_topic_score_gemma":0.0008177377,"domain_scores_codex":[0.9998761,0.00002892562,0.000007225015,0.00002543043,0.00002153095,0.00004060579],"domain_scores_gemma":[0.9997754,0.0001429208,0.00002445022,0.0000155855,0.00002687981,0.00001484192],"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":[0.0007007674,0.00001842562,0.0002473205,0.0001305573,0.000006135976,0.00007262921,0.0001154085,0.0003084459,0.9943241,0.000323116,0.00008009803,0.003673053],"study_design_scores_gemma":[0.000003571918,0.00008236413,0.0003037734,0.000002839034,0.000002904708,0.00001317419,0.0000174484,0.0005479938,0.9986889,0.000009534048,0.0003262579,0.000001286758],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920613,0.0007708233,0.003182134,0.0001012702,0.00003077949,0.00001806252,0.00005250618,0.00008223808,0.003701088],"genre_scores_gemma":[0.9972413,0.0001834872,0.001059633,0.00002295254,0.000004050046,0.000006675201,0.00003075276,0.00001624525,0.001434985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003906009,"threshold_uncertainty_score":0.01306689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004378652457385208,"score_gpt":0.2318058433649706,"score_spread":0.2274271909075855,"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."}}