{"id":"W3004470842","doi":"10.17577/ijertv9is010215","title":"Design Analysis of Shell Tube Type Heat Exchanger","year":2020,"lang":"en","type":"article","venue":"International Journal of Engineering Research and","topic":"Engineering Applied Research","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Shell and tube heat exchanger; Heat exchanger; Tube (container); Shell (structure); Baffle; Materials science; Mechanical engineering; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003666016,0.0003330326,0.0004676371,0.0003599368,0.0002461601,0.0006421657,0.0003631226,0.0005253472,0.002675438],"category_scores_gemma":[0.0004862901,0.0002881805,0.000619016,0.0002231307,0.0003211272,0.0002458041,0.0002800219,0.0002230333,0.0003226056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817567,"about_ca_system_score_gemma":0.0005075853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830846,"about_ca_topic_score_gemma":0.001316237,"domain_scores_codex":[0.9998118,0.00005516431,0.000005819568,0.00002917303,0.00007561628,0.00002247705],"domain_scores_gemma":[0.9998721,0.00005238287,0.00001695087,0.000007093674,0.00004530943,0.000006231809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006876339,0.00001795601,0.000592924,0.0001496059,0.00001905981,0.00007756459,0.00004674183,0.961785,0.01844433,0.007013964,0.0003069805,0.01147719],"study_design_scores_gemma":[0.000005256451,0.00005667895,0.0003017818,0.000005336983,0.000006250375,0.00001806994,0.00000862536,0.996471,0.001593377,0.0006572306,0.000872641,0.000003685643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1066181,0.0008069217,0.8601127,0.0001229273,0.00003829034,0.0001046044,0.0001268944,0.0002078328,0.03186172],"genre_scores_gemma":[0.9398638,0.0004418168,0.04789245,0.0000236793,0.00001505562,0.0001451957,0.0001038251,0.00005225863,0.01146192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002675438,"threshold_uncertainty_score":0.008950233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07310699181235543,"score_gpt":0.3313567056979158,"score_spread":0.2582497138855604,"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."}}