{"id":"W2383468141","doi":"","title":"Effect of atomizer structures on gas flow field in supersonic atomization","year":2014,"lang":"en","type":"article","venue":"Materials Science and Engineering of Powder Metallurgy","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Materials science; Tube (container); Supersonic speed; Mechanics; Flow (mathematics); Injector; Aerodynamics; Static pressure; Composite material; Mechanical engineering; Physics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699004,0.0001225174,0.000290906,0.000230726,0.00001642056,0.00002418178,0.0001138754,0.00005232441,0.00004662326],"category_scores_gemma":[0.00009043298,0.0001019933,0.00002373541,0.0001971421,0.00004809145,0.0001059735,0.00001490231,0.00004578923,0.000001244178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001880408,"about_ca_system_score_gemma":0.000009403198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003046894,"about_ca_topic_score_gemma":0.000003485112,"domain_scores_codex":[0.9992704,0.00001766618,0.0002132162,0.0001331293,0.0001792547,0.0001863094],"domain_scores_gemma":[0.9997082,0.0000891114,0.00001025298,0.0001290971,0.00002321173,0.00004015372],"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":[0.00002249843,0.000003612269,0.00004302374,0.0002741806,0.000007561098,4.235519e-7,0.0001037443,0.1386763,0.857012,0.002947683,0.000003944757,0.0009049795],"study_design_scores_gemma":[0.000385764,0.0001509448,0.001247521,0.0000558502,0.000009219369,0.00000148556,0.000002573943,0.3074442,0.6905313,0.00004582441,0.0000300114,0.00009538975],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957708,0.00004448967,0.003569373,0.00001447925,0.0003540957,0.00008829919,0.000003304421,0.00003146995,0.0001236739],"genre_scores_gemma":[0.9995167,0.00003710714,0.0003922688,0.000009448604,0.00002125718,0.000005605068,0.000001834505,0.00001381295,0.000001944136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1687679,"threshold_uncertainty_score":0.4159165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002590450064396572,"score_gpt":0.1854915612645484,"score_spread":0.1829011112001519,"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."}}