{"id":"W4381619336","doi":"10.11159/ffhmt23.161","title":"Flow boiling heat transfer of R134a: Effect of heat flux and Dry-out characteristics","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technická Univerzita v Liberci","keywords":"Nucleate boiling; Boiling; Critical heat flux; Heat transfer; Heat flux; Flow (mathematics); Thermodynamics; Mechanics; Materials science; Flux (metallurgy); Flow boiling; Physics; Metallurgy","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":[0.0003682808,0.0003374842,0.0006279488,0.0002032857,0.0000770976,0.00004220148,0.0003055158,0.0001421377,0.00004198716],"category_scores_gemma":[0.00003749923,0.0002541544,0.0001786224,0.0001834702,0.000207254,0.0001614017,0.00003113888,0.0002556274,0.000003141575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002855891,"about_ca_system_score_gemma":0.00002218589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002043718,"about_ca_topic_score_gemma":0.000007559868,"domain_scores_codex":[0.9983744,0.00001273904,0.0005614082,0.0002993288,0.0004578416,0.0002942646],"domain_scores_gemma":[0.9993984,0.0001388322,0.000004691449,0.0001013518,0.0002725251,0.00008424574],"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":[0.0003239638,0.00003654202,0.005668373,0.001571014,0.000307934,0.000001117309,0.002055844,0.0003145077,0.9844486,0.002700441,0.0001043143,0.002467322],"study_design_scores_gemma":[0.00151638,0.0004145881,0.003947772,0.001080672,0.000184359,0.000004517575,0.0002019924,0.1341406,0.8577375,0.000258718,0.0001828148,0.0003301069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934494,0.0001779506,0.0008967527,0.0005546176,0.000557203,0.0003548015,0.0002540008,0.0001042962,0.003650982],"genre_scores_gemma":[0.9978743,0.001752714,0.00007654009,0.00002786348,0.00008615213,0.00003612518,0.00001862127,0.00003897191,0.00008876753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1338261,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822056037832763,"score_gpt":0.2359572198537952,"score_spread":0.2177366594754676,"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."}}