{"id":"W4404494594","doi":"10.1007/978-3-031-67398-6_8","title":"Experimental Investigation of an Ultrasonic Atomization Process for Metal Powder Production","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Metallurgy; Ultrasonic sensor; Process (computing); Metal; Metal powder; Process engineering; Engineering; Acoustics; Computer science; Physics","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":[0.0003016395,0.0003046464,0.0004567583,0.0002061908,0.0007001897,0.0003467119,0.0007632919,0.0005836825,0.003799387],"category_scores_gemma":[0.000630305,0.0002899529,0.0002521437,0.0004280003,0.0005436826,0.0005403648,0.0003299328,0.0005498637,0.0005453468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004259386,"about_ca_system_score_gemma":0.000357451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501378,"about_ca_topic_score_gemma":0.001490213,"domain_scores_codex":[0.9997364,0.00003236692,0.00000957153,0.00004547262,0.0001338831,0.00004238849],"domain_scores_gemma":[0.9996076,0.0002197043,0.00002628638,0.00005805988,0.00007305742,0.00001520616],"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":[0.0004030827,0.0001173493,0.0002656711,0.0001356965,0.000006166179,0.00007261355,0.0001158738,0.0003935653,0.991995,0.000442491,0.0002223594,0.005830144],"study_design_scores_gemma":[0.00003277779,0.0007692144,0.002763073,0.000007058202,0.00001551791,0.0001054455,0.0001099547,0.003395053,0.9902559,0.0001051499,0.002432086,0.00000882979],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718925,0.001491109,0.01223978,0.0001381499,0.00005440686,0.0001371217,0.0003277944,0.0001906753,0.01352848],"genre_scores_gemma":[0.9816626,0.0006959917,0.009492063,0.00004740549,0.00002394753,0.0000681697,0.0003226295,0.00006559843,0.007621456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003799387,"threshold_uncertainty_score":0.01271021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700648132051133,"score_gpt":0.2384216162378519,"score_spread":0.2214151349173406,"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."}}