{"id":"W4386070869","doi":"10.11159/htff23.109","title":"Condensation of R-134a inside the Vertical Smooth and Dimpled Helically Coiled Tubes","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Condensation; Materials science; Mechanics; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001732724,0.0002006579,0.0003225924,0.00008176167,0.00004873014,0.00006392376,0.0002172586,0.00009037553,0.000009978964],"category_scores_gemma":[0.0001297421,0.0001387562,0.00005999907,0.0002683941,0.0000948892,0.00007865744,0.0001818938,0.0001687526,0.000001169745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002138352,"about_ca_system_score_gemma":0.000006235253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003797309,"about_ca_topic_score_gemma":0.000002915028,"domain_scores_codex":[0.9990076,0.000003693361,0.0003673819,0.0001867809,0.0001960091,0.0002385141],"domain_scores_gemma":[0.9995729,0.0001271648,0.00003382932,0.0001210638,0.00006514736,0.00007985487],"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":[0.00005606079,0.00001119769,0.00002732109,0.0002291014,0.00003702455,2.695661e-7,0.00001838694,0.0003615259,0.9866409,0.01215179,0.0002815136,0.0001848545],"study_design_scores_gemma":[0.0003576478,0.0000280649,0.0002082606,0.0001555998,0.00004100507,0.000003552408,0.00002726418,0.1026633,0.895503,0.0003223814,0.0005349046,0.0001550031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987836,0.00001775065,0.000003102216,0.0001880493,0.0005254172,0.0002019758,0.00001957235,0.000170867,0.00008967514],"genre_scores_gemma":[0.9994316,0.0001482131,0.0001667307,0.00002977494,0.0001305194,0.00002809131,0.000003204003,0.00003851275,0.00002333346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023017,"threshold_uncertainty_score":0.5658314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005613697251041617,"score_gpt":0.1946712070268825,"score_spread":0.1890575097758409,"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."}}