{"id":"W2402791433","doi":"","title":"Deformation Optimization of Plate Heat Exchangers","year":2016,"lang":"en","type":"article","venue":"Lund University Publications Student Papers (Lund University)","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deformation (meteorology); Heat exchanger; Plate heat exchanger; Materials science; Mechanical engineering; Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000310929,0.0005545039,0.0004904633,0.0003132827,0.0002810589,0.0007023802,0.0004869806,0.0005153398,0.002645991],"category_scores_gemma":[0.0005783268,0.000324585,0.0005342407,0.000266651,0.0003930448,0.0003959045,0.0003888313,0.0003805442,0.0004362263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006078589,"about_ca_system_score_gemma":0.0004251795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076737,"about_ca_topic_score_gemma":0.0009920727,"domain_scores_codex":[0.9998145,0.00003977267,0.000007944072,0.000034796,0.00006449071,0.00003852606],"domain_scores_gemma":[0.9998527,0.00006462049,0.00002039624,0.00002270483,0.00002930539,0.00001026022],"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":[0.0001060853,0.00006078319,0.0006009192,0.00007919031,0.00001235638,0.00005386346,0.00003414662,0.944998,0.03651142,0.002922591,0.000254756,0.01436594],"study_design_scores_gemma":[0.00001918123,0.0002010947,0.0009534374,0.000006495311,0.00001055478,0.00002888844,0.0000264031,0.9746794,0.02205577,0.0008198911,0.001188047,0.00001079927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7277376,0.0007215589,0.2443929,0.0002275838,0.00009570846,0.0001653439,0.0001791743,0.0004988732,0.02598127],"genre_scores_gemma":[0.9744,0.0002349877,0.02103595,0.00001337328,0.000005771567,0.00004540075,0.0001114838,0.00006085973,0.004092094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002645991,"threshold_uncertainty_score":0.008851767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006276640271146544,"score_gpt":0.1841623220708395,"score_spread":0.177885681799693,"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."}}