{"id":"W2619656595","doi":"10.11159/htff17.157","title":"Evaporation Heat Transfer and Pressure Drop Characteristics of R245fain a Plate and Shell Heat Exchanger","year":2017,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning","keywords":"Shell and tube heat exchanger; Plate heat exchanger; Heat transfer; Materials science; Heat exchanger; Plate fin heat exchanger; Pressure drop; Mechanics; Evaporation; Heat spreader; Micro heat exchanger; 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":[0.0001496924,0.0002409787,0.0004353946,0.00005908723,0.0001094281,0.0001216657,0.0001770439,0.0001049615,0.000006634692],"category_scores_gemma":[0.00004749945,0.0001919783,0.0000435357,0.00004322133,0.0001117772,0.0001570925,0.00008948243,0.0001570646,1.393309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009074996,"about_ca_system_score_gemma":0.000003560838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009642392,"about_ca_topic_score_gemma":0.000002213903,"domain_scores_codex":[0.9991094,0.000002660664,0.0003076982,0.000223779,0.000141637,0.0002148625],"domain_scores_gemma":[0.9996736,0.00003460253,0.00001767635,0.0001309327,0.00006097906,0.00008217914],"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":[0.0000782639,0.0000152018,0.00004895871,0.001511923,0.00007329986,4.209071e-7,0.00006034349,0.0000224567,0.9968795,0.0009859987,0.00004041531,0.0002832206],"study_design_scores_gemma":[0.0004746332,0.00004599095,0.0002387248,0.0005950243,0.0001038552,0.00000487144,0.00001703712,0.008502532,0.989193,0.00007524027,0.0005457047,0.0002033891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988106,0.0000816536,0.000008935862,0.0001487993,0.0004754599,0.000227714,0.00006445486,0.00007127026,0.0001110884],"genre_scores_gemma":[0.9990097,0.0006114584,0.0001445414,0.00001118269,0.0001233594,0.00002289746,0.000002061041,0.00003589917,0.00003888312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008480076,"threshold_uncertainty_score":0.7828649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008796288047563935,"score_gpt":0.2031036028178331,"score_spread":0.1943073147702692,"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."}}