{"id":"W4385978999","doi":"10.11159/jffhmt.2023.007","title":"Flow Boiling Heat Transfer of R134a at Varying Heat Fluxes","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technická Univerzita v Liberci","keywords":"Nucleate boiling; Boiling; Flow boiling; Heat transfer; Critical heat flux; Thermodynamics; Flow (mathematics); Mechanics; Boiling heat transfer; Materials science; Heat transfer coefficient; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005982648,0.0004586239,0.001015723,0.000439309,0.0002330888,0.00004595643,0.0002107022,0.0002289179,0.0000990694],"category_scores_gemma":[0.00001508546,0.0003871042,0.0004933607,0.0004848044,0.000122624,0.0003420906,0.00001424886,0.0004820155,0.00001355112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008980624,"about_ca_system_score_gemma":0.00005016437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000176518,"about_ca_topic_score_gemma":0.00003245557,"domain_scores_codex":[0.9973284,0.00006504582,0.001101624,0.0002724263,0.000556686,0.0006757886],"domain_scores_gemma":[0.9991037,0.0002300872,0.000002798108,0.0002119937,0.0001610165,0.0002904453],"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":[0.0002761732,0.00005863198,0.001305556,0.0010451,0.0005527179,0.0001312724,0.003421801,0.1243374,0.8648551,0.000027944,0.000956827,0.003031514],"study_design_scores_gemma":[0.0064685,0.001008685,0.003122296,0.001457244,0.0008420336,0.0003615323,0.0004781161,0.2721161,0.7057375,0.0001782466,0.006998547,0.001231212],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502906,0.007717027,0.03903665,0.0005663616,0.001161619,0.0002244119,0.00008656861,0.000202251,0.0007145283],"genre_scores_gemma":[0.9856346,0.01311187,0.0006060196,0.00007381813,0.0003918545,0.000009390913,0.00001203362,0.00009413651,0.000066322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591175,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637058892419546,"score_gpt":0.2238209661392914,"score_spread":0.207450377215096,"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."}}