{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007077374,0.0001052087,0.0002607029,0.00106249,0.00001295747,0.00005237104,0.0004055182,0.00005834568,0.00009580481],"category_scores_gemma":[0.0003198551,0.00010019,0.00006879412,0.0009015243,0.00004134004,0.0001175074,0.00007702607,0.0005057615,0.00000745434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007531425,"about_ca_system_score_gemma":0.00003396709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004936795,"about_ca_topic_score_gemma":2.851962e-7,"domain_scores_codex":[0.9984568,0.00002211841,0.000320769,0.0001021991,0.0008540728,0.0002440441],"domain_scores_gemma":[0.9985903,0.0003687192,0.00002087521,0.00009297092,0.0006940704,0.0002330808],"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":[0.00007171338,0.00001472642,0.0001744675,0.00005666701,0.00128295,0.00006399353,0.0002714484,0.860454,0.136155,0.0001241654,0.0007547079,0.0005761847],"study_design_scores_gemma":[0.0004099721,0.0003130586,0.001381258,0.00006657423,0.00006011265,0.00002418227,0.00004361453,0.9597078,0.03514852,0.00003867428,0.00267084,0.0001354041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6917126,0.005381684,0.3003476,0.0009759977,0.0006277595,0.0002275652,0.00002480362,0.0001192364,0.0005826753],"genre_scores_gemma":[0.9935353,0.0009397348,0.005229551,0.00000747168,0.0002380197,0.000002385101,0.000002971946,0.00002903901,0.00001551424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3018227,"threshold_uncertainty_score":0.4085628,"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."}}