{"id":"W4322496284","doi":"10.1017/jfm.2022.1046","title":"Aerodynamic droplet atomization model (ADAM)","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"International Fine Particle Research Institute","keywords":"Breakup; Shadowgraph; Nozzle; Mechanics; Aerodynamics; Sauter mean diameter; Materials science; Computer science; Thermodynamics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003275442,0.0001257094,0.0002188587,0.000245735,0.00004177834,0.00002816196,0.000164224,0.000100518,0.00002248385],"category_scores_gemma":[0.00001838603,0.0001197341,0.0001265551,0.0003329224,0.00000424158,0.0001619388,0.00001436706,0.0002096328,0.00004427272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009806915,"about_ca_system_score_gemma":0.0000495908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.316969e-7,"about_ca_topic_score_gemma":0.00001006121,"domain_scores_codex":[0.9990165,0.00001148819,0.0004036624,0.00007484054,0.0002722451,0.0002213258],"domain_scores_gemma":[0.9995847,0.00002173451,0.00002766775,0.0001350652,0.0001323245,0.00009849155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001055414,0.0000104375,0.000003345205,0.00003688558,0.00003824734,0.00002085423,0.0001013939,0.8178864,0.1623367,0.01626953,0.00258452,0.000701157],"study_design_scores_gemma":[0.0004119706,0.00004541703,0.00002929186,0.00003482948,0.0000317916,0.00003238552,0.00002099136,0.9928892,0.001055968,0.004807995,0.0005185507,0.00012167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3367292,0.0002832691,0.6613586,0.000195438,0.0009690238,0.00007572061,0.00001712977,0.0001646092,0.0002070596],"genre_scores_gemma":[0.9935051,0.003253008,0.002867989,0.00006248477,0.0001238902,0.000001957117,0.0000108317,0.00006044621,0.0001143499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6584906,"threshold_uncertainty_score":0.4882613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00927538092574686,"score_gpt":0.2016146932773697,"score_spread":0.1923393123516228,"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."}}