{"id":"W2560871744","doi":"10.1515/ijnsns-2012-0018","title":"Boiling Shocks and Self-Oscillations in Critical Nozzle Flow","year":2012,"lang":"en","type":"article","venue":"International Journal of Nonlinear Sciences and Numerical Simulation","topic":"Rocket and propulsion systems research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boiling; Mechanics; Breakup; Vaporization; Bubble; Nozzle; Shock wave; Thermodynamics; Shock (circulatory); Flow (mathematics); Materials science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005006808,0.00005426472,0.00009607462,0.0001755489,0.00005642072,0.00007694391,0.00008749613,0.00003689224,0.00002559495],"category_scores_gemma":[0.0001716589,0.00004265513,0.00002269784,0.0001549927,0.00004317681,0.0005232144,0.00002825287,0.0001195701,0.00000240793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003281347,"about_ca_system_score_gemma":0.00001523108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007210716,"about_ca_topic_score_gemma":9.362892e-7,"domain_scores_codex":[0.9991346,0.00003061648,0.0002658472,0.00006079315,0.0003765781,0.0001315608],"domain_scores_gemma":[0.9994211,0.0003002425,0.00003355561,0.00002322794,0.0001201925,0.0001016956],"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":[0.00004541804,0.0001537502,0.3395384,0.00002939793,0.00003748447,0.00001168795,0.001560388,0.3887332,0.0009493548,0.000139542,0.00003376545,0.2687676],"study_design_scores_gemma":[0.0001673147,0.00004039693,0.02443884,0.0000273723,0.000002614715,0.00003620862,0.0000629417,0.9730485,0.000113067,0.0001155884,0.001894058,0.00005310262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728636,0.0008171125,0.0250787,0.0003462923,0.0005576843,0.00003733955,0.000002875832,0.00001302847,0.0002834107],"genre_scores_gemma":[0.9893909,0.00009170582,0.0101295,0.00001889676,0.0003597721,4.520704e-7,6.530697e-7,0.000003956518,0.000004187686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5843153,"threshold_uncertainty_score":0.1739426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192058470576307,"score_gpt":0.3794096360628643,"score_spread":0.3374890513571013,"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."}}