{"id":"W2023072403","doi":"10.2514/1.36081","title":"Influence of Breakup Regimes on the Droplet Size Produced by Splash-Plate Nozzles","year":2009,"lang":"en","type":"article","venue":"AIAA Journal","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Splash; Breakup; Nozzle; Mechanics; Materials science; Aerospace engineering; Physics; Meteorology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001840182,0.0001206946,0.0001421731,0.00003506529,0.00008261351,0.00003918996,0.0001886555,0.00004958244,0.00004939739],"category_scores_gemma":[0.00003400548,0.00008105712,0.00005990581,0.00009527372,0.00002799876,0.00009697942,0.000004223775,0.0003327479,0.00001928905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002356538,"about_ca_system_score_gemma":0.00001734336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000444273,"about_ca_topic_score_gemma":0.000001560975,"domain_scores_codex":[0.9992755,0.00001817513,0.0002300581,0.00008560315,0.000188067,0.0002025914],"domain_scores_gemma":[0.9996057,0.00008798015,0.00002161894,0.0001737261,0.00004866615,0.00006229628],"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":[0.00007451342,0.0000992865,0.0006993067,0.00003818578,0.0001226488,0.00003722294,0.0007057191,0.1500299,0.800953,0.009886912,0.03381511,0.00353825],"study_design_scores_gemma":[0.004761331,0.002441786,0.2654617,0.001766671,0.0002641181,0.001202179,0.0001940949,0.07534202,0.5972708,0.01709771,0.03197632,0.002221236],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955902,0.0002626443,0.0002129541,0.00254089,0.00008475191,0.00007327545,0.000009906356,0.00003445678,0.001190961],"genre_scores_gemma":[0.998815,0.0005278229,0.0001045975,0.0003230404,0.00007721453,0.000001156727,6.848125e-7,0.00001547601,0.0001349967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2647623,"threshold_uncertainty_score":0.3305414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003764172442172346,"score_gpt":0.1852129323705898,"score_spread":0.1814487599284175,"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."}}