{"id":"W4392839720","doi":"10.2139/ssrn.4725436","title":"Analysis of Non-Equilibrium Condensation Characteristics of Supercritical Carbon Dioxide During Transonic Flow in the Laval Nozzle","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transonic; Supercritical carbon dioxide; Nozzle; Carbon dioxide; Condensation; Supercritical fluid; Flow (mathematics); Materials science; Thermodynamics; Environmental science; Chemistry; Mechanics; Physics; Aerodynamics; Organic chemistry","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":[0.0002127617,0.0002458273,0.0002935992,0.0006563466,0.0004526454,0.0005615808,0.0003806766,0.0003428232,0.002087642],"category_scores_gemma":[0.0004905466,0.00012214,0.0002721865,0.0003922425,0.0004813362,0.0004258787,0.0002204646,0.0004005322,0.0001745195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007930513,"about_ca_system_score_gemma":0.0004158236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01476911,"about_ca_topic_score_gemma":0.007441379,"domain_scores_codex":[0.9998621,0.000007843842,0.000004589549,0.00003742394,0.00004826512,0.00003974768],"domain_scores_gemma":[0.9996825,0.0001411363,0.00003184016,0.00001335331,0.00009767539,0.0000334234],"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":[0.00143947,0.0001248228,0.02291466,0.0001463145,0.00005689823,0.0005973923,0.0005024899,0.004535795,0.960499,0.0008491944,0.0006545539,0.007679375],"study_design_scores_gemma":[0.0000334084,0.0003964156,0.1409057,0.00001452482,0.00003251979,0.0001302135,0.0003220966,0.05611797,0.8004438,0.0002000129,0.001347545,0.00005584385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996872,0.0002068841,0.0008916394,0.0000231322,0.00001295388,0.00001503723,0.0003339056,0.00005277599,0.001591656],"genre_scores_gemma":[0.9992895,0.00003554072,0.00008754853,0.000004516351,0.00000299281,0.000004574611,0.0001798045,0.00001036625,0.0003850793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476911,"threshold_uncertainty_score":0.02936625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008625260066992397,"score_gpt":0.238907320597733,"score_spread":0.2302820605307405,"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."}}