{"id":"W4283592302","doi":"10.11159/ehst22.137","title":"Solidification Process inside a Novel Toroidal Tube Heat Exchanger","year":2022,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Energy Harvesting, Storage, and Transfer","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat exchanger; Toroid; Tube (container); Process (computing); Materials science; Mechanics; Shell and tube heat exchanger; Mechanical engineering; Computer science; Nuclear engineering; Physics; Engineering; Composite material; Operating system; Plasma","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001300229,0.0001747667,0.0002700434,0.0001507698,0.000248151,0.0003680513,0.0003232916,0.0003053359,0.0007956726],"category_scores_gemma":[0.000146647,0.0001271685,0.0003058667,0.0001625063,0.0002946969,0.000372729,0.0001826665,0.0001591597,0.0001775996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000207469,"about_ca_system_score_gemma":0.000300449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003738698,"about_ca_topic_score_gemma":0.000270523,"domain_scores_codex":[0.9999274,0.00001044239,0.000005383531,0.00002353803,0.00002102381,0.00001230916],"domain_scores_gemma":[0.9999313,0.00001599217,0.00002063518,0.00001226237,0.00001205046,0.000007768775],"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":[0.0002405831,0.00004904716,0.001150162,0.0001820226,0.00001161112,0.0002880757,0.000123445,0.03818184,0.9405832,0.006913622,0.0002479305,0.0120284],"study_design_scores_gemma":[0.00002915613,0.0004080647,0.001733885,0.000009729992,0.00002076688,0.0003259889,0.00005417201,0.2894984,0.7028549,0.00049374,0.004541702,0.0000294566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447948,0.0003171377,0.05165894,0.00007090309,0.00005921741,0.00003913882,0.00006218538,0.0003164739,0.002681093],"genre_scores_gemma":[0.983659,0.0001064983,0.01492796,0.000005783009,0.000005054957,0.00001422967,0.00002837342,0.00001051349,0.001242479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007956726,"threshold_uncertainty_score":0.002661765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304942387164857,"score_gpt":0.2554174026989628,"score_spread":0.2123679788273143,"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."}}