{"id":"W2001327201","doi":"10.3390/e5050417","title":"Droplet Size Distribution in Sprays Based on Maximization of Entropy Generation","year":2003,"lang":"en","type":"article","venue":"Entropy","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nozzle; Breakup; Mechanics; Entropy (arrow of time); Thermodynamics; Materials science; Statistical physics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001550475,0.0001090557,0.000124653,0.00004017797,0.00002098288,0.00001354057,0.0000601825,0.00006500103,0.0001241674],"category_scores_gemma":[0.0002641908,0.0001213857,0.00003531052,0.0002310106,0.00001737043,0.00007135644,0.000004208721,0.00009484246,0.00002646613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255346,"about_ca_system_score_gemma":0.00001551512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004589016,"about_ca_topic_score_gemma":0.000007991606,"domain_scores_codex":[0.9991848,0.00006833121,0.0002517932,0.0001317779,0.0001720156,0.0001912705],"domain_scores_gemma":[0.9996313,0.00006195423,0.00003216028,0.0002078668,0.00002853766,0.00003820577],"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":[0.00001424786,0.00007622482,0.006078899,0.00001518509,0.000005932941,0.000003523655,0.00003578023,0.7667176,0.1918097,0.03461769,0.000413777,0.0002114828],"study_design_scores_gemma":[0.0007026412,0.00003458565,0.004036674,0.0000113319,0.000006036518,5.809529e-7,0.000004605396,0.9190812,0.07536606,0.0002161988,0.0004369578,0.0001031294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385296,0.00003086908,0.1603365,0.00003219385,0.0003385438,0.000155288,0.00003511174,0.00007177535,0.0004700446],"genre_scores_gemma":[0.996759,0.00001757142,0.002984397,0.00002348218,0.00004243004,0.00001819927,0.0001199101,0.00001984701,0.00001513921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1582294,"threshold_uncertainty_score":0.4949965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008131181522900696,"score_gpt":0.2042485324077812,"score_spread":0.1961173508848805,"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."}}