{"id":"W2105521207","doi":"10.1002/ppsc.200390011","title":"A Predictive Model for the Initial Droplet Size and Velocity Distributions in Sprays and Comparison with Experiments","year":2003,"lang":"en","type":"article","venue":"Particle & Particle Systems Characterization","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Breakup; Nozzle; Mechanics; Instability; Wavelength; Materials science; Physics; Thermodynamics; Optics","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":[0.0003224727,0.0001617612,0.0002101847,0.0000168745,0.0001644043,0.000119823,0.00006043561,0.0000571855,0.000002353473],"category_scores_gemma":[0.0001259105,0.0001355535,0.0000160288,0.0002076364,0.00009998272,0.000328993,0.00002013443,0.0000933138,0.000002395426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008707861,"about_ca_system_score_gemma":0.00001920298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001210166,"about_ca_topic_score_gemma":0.00002532178,"domain_scores_codex":[0.9988247,0.00008662406,0.0003656498,0.0002259365,0.0001439288,0.0003531957],"domain_scores_gemma":[0.9993854,0.0002002501,0.00005638466,0.0001941288,0.00005562065,0.0001082096],"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":[0.0002282342,0.0002391078,0.1515193,0.0001346904,0.0001074816,0.000003204868,0.007384947,0.1996349,0.6259067,0.01414854,0.00001152511,0.0006813803],"study_design_scores_gemma":[0.00106377,0.00005930849,0.05359585,0.00002843712,0.00003188879,0.000007256147,0.0003445139,0.9202161,0.02442662,0.00003956549,0.00003355706,0.0001530705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7917176,0.0001324312,0.2071147,0.00004394646,0.00009331985,0.0007174531,0.00007937784,0.00008625694,0.00001487731],"genre_scores_gemma":[0.9989893,0.00002137926,0.0002573586,0.00001180067,0.00002668768,0.0006348566,0.00001892584,0.00002929889,0.00001037722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7205813,"threshold_uncertainty_score":0.5527712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855758830921673,"score_gpt":0.2696469842539596,"score_spread":0.2410893959447429,"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."}}