{"id":"W7014981809","doi":"","title":"Research Progress in Supersonic Two-phase Separation by Expansion and Refrigeration Liquefaction","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Supersonic speed; Refrigeration; Liquefaction; Nozzle; Condensation; Natural gas; Liquefied natural gas; Range (aeronautics)","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002045443,0.0001518404,0.0002428784,0.0009428479,0.0002950151,0.002346181,0.000417418,0.00008006062,0.008712264],"category_scores_gemma":[0.00009857528,0.000136343,0.00004463536,0.001400211,0.0001489229,0.005662427,0.00006298802,0.0004875076,0.00009786261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006066884,"about_ca_system_score_gemma":0.000134154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002840731,"about_ca_topic_score_gemma":0.00170448,"domain_scores_codex":[0.9975713,0.0005408146,0.0005509963,0.0004036639,0.0006349838,0.0002982465],"domain_scores_gemma":[0.9988503,0.0004662883,0.0001338784,0.0001839656,0.0002017549,0.0001637876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005094401,0.0002236252,0.5662807,0.00008752815,0.00005418747,0.00004887575,0.001196738,0.001304745,0.1934871,0.00006194788,0.0286268,0.2081183],"study_design_scores_gemma":[0.001077065,0.0001202498,0.8322801,0.0007174751,0.00003634876,0.00004782709,0.001043739,0.06056758,0.08337653,0.002767817,0.01751015,0.0004551248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797773,0.01759152,0.00008024223,0.0005942851,0.0004433187,0.000461751,0.00005498068,0.00004253069,0.0009540165],"genre_scores_gemma":[0.996367,0.003090958,0.00009968129,0.00004185591,0.00007586618,0.00001395641,0.00007540971,0.00001163381,0.0002236155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659994,"threshold_uncertainty_score":0.9986895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2669834140709778,"score_gpt":0.6086887085069744,"score_spread":0.3417052944359966,"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."}}