{"id":"W6999721147","doi":"","title":"Design and Evaluation of Modified Laval Nozzle for Atomization Performance","year":2025,"lang":"en","type":"other","venue":"Unimas Institutional Repository (Universiti Malaysia Sarawak)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Spray nozzle; Discharge coefficient; Spray characteristics; Particle (ecology); Fluent; Tuyere; Jet (fluid); Flow (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007370513,0.0003944425,0.0004336461,0.0003529623,0.0002849447,0.0007200845,0.001019923,0.0006321682,0.001016362],"category_scores_gemma":[0.001327253,0.000206488,0.0004647727,0.000240846,0.0002424389,0.0005152175,0.000373662,0.0001783113,0.0002545391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005213559,"about_ca_system_score_gemma":0.0005529359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009716988,"about_ca_topic_score_gemma":0.0005996727,"domain_scores_codex":[0.9994061,0.00005076551,0.0000466573,0.0001234266,0.0003120555,0.0000609393],"domain_scores_gemma":[0.9993792,0.0001263497,0.0001143276,0.00005398489,0.000276383,0.00004971268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004916983,0.0001752671,0.006935647,0.0008420509,0.00005496169,0.0006544879,0.0002044415,0.03164591,0.894089,0.001715122,0.0007846993,0.06240663],"study_design_scores_gemma":[0.0001546251,0.00286864,0.01176056,0.00004817532,0.0001309806,0.0007261714,0.0001196294,0.2649643,0.7076865,0.0002876562,0.01113179,0.0001208383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7472259,0.00323099,0.2396761,0.0002051107,0.0001789668,0.0006029108,0.0003675484,0.001306877,0.007205541],"genre_scores_gemma":[0.9069352,0.0006008569,0.09037436,0.00004382477,0.00001490564,0.0001329989,0.0001755116,0.00006151923,0.001660918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001019923,"threshold_uncertainty_score":0.003897965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434940580532625,"score_gpt":0.2469642337612708,"score_spread":0.2226148279559445,"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."}}