{"id":"W3211352619","doi":"","title":"Novel Laval Nozzles for Studies of Reaction Dynamics","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Nozzle; Computer science; Aerospace engineering; Engineering; Physics; Acoustics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00560746,0.0002946486,0.0005470965,0.0001571896,0.000197436,0.00007196968,0.000735571,0.0002808519,0.00001232145],"category_scores_gemma":[0.004952664,0.0002952541,0.0002706581,0.0001367083,0.0003853045,0.00004937014,0.0009103089,0.0003121001,0.000003178868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544634,"about_ca_system_score_gemma":0.0001572302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531753,"about_ca_topic_score_gemma":0.00254801,"domain_scores_codex":[0.9973282,0.0009519311,0.000660391,0.0005118659,0.0002939182,0.0002537608],"domain_scores_gemma":[0.9902141,0.00339148,0.0009148041,0.001597452,0.003809155,0.00007298736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003294018,0.0007491511,0.0001463825,0.001177853,0.0003249177,4.029819e-7,0.007064191,0.00001549375,0.00742833,0.9735233,0.001015454,0.008521587],"study_design_scores_gemma":[0.001137463,0.000002409678,0.0007395346,0.004404221,0.0003617374,0.00001281452,0.001118492,0.06571603,0.03737832,0.8862917,0.002160922,0.000676385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3360538,0.000520685,0.646988,0.00347974,0.0006401045,0.0009292099,0.0004245488,0.0001795334,0.01078435],"genre_scores_gemma":[0.6205725,0.0007039805,0.3712159,0.0000242715,0.0000647941,0.0001347944,0.0004257347,0.00009394086,0.006764052],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2845187,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249172266390342,"score_gpt":0.2996282724843147,"score_spread":0.2571365498204113,"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."}}