{"id":"W3048523909","doi":"10.15278/isms.2020.rk01","title":"HIGH-TEMPERATURE HYPERSONIC LAVAL NOZZLE FOR NON-LTE CAVITY RINGDOWN SPECTROSCOPY","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 2020 International Symposium on Molecular Spectroscopy","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hypersonic speed; Nozzle; Materials science; Aerospace engineering; Spectroscopy; Cavity ring-down spectroscopy; Physics; Engineering","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":[0.0001518574,0.0004736154,0.0004604478,0.00006825368,0.000153085,0.0001811935,0.001153346,0.000205493,0.00007930508],"category_scores_gemma":[0.00009466961,0.0004102884,0.0003893671,0.0003855643,0.00007485577,0.0002337058,0.0001377268,0.0006843582,0.00004433775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002827942,"about_ca_system_score_gemma":0.00005111389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002516617,"about_ca_topic_score_gemma":0.000005039782,"domain_scores_codex":[0.9977546,0.000009377759,0.0004512262,0.0005909696,0.0006659489,0.0005278558],"domain_scores_gemma":[0.9991689,0.00004739764,0.0001884786,0.0002035234,0.0001884052,0.0002032721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000308368,0.00007392697,0.0002530478,0.0001418114,0.0002332702,0.000005115179,0.0001950319,0.002735648,0.9822018,0.005773942,0.008069221,0.000008786941],"study_design_scores_gemma":[0.001000694,0.0004296883,0.0001850655,0.000101929,0.00008241778,0.00001338099,0.00003505623,0.006788798,0.9883226,0.0005974084,0.002053467,0.0003895178],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806593,0.00003996502,0.0003723206,0.01033661,0.001664503,0.0007663955,0.0001781071,0.0002448233,0.005737948],"genre_scores_gemma":[0.9906354,0.0001167669,0.006987378,0.0009659866,0.0009255503,0.00009047093,0.00002928916,0.0001158537,0.0001333242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009976058,"threshold_uncertainty_score":0.9998349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004753627710353014,"score_gpt":0.2130356325033901,"score_spread":0.208282004793037,"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."}}