{"id":"W3207930110","doi":"10.1016/j.est.2021.103384","title":"Optimum design of a double elliptical latent heat energy storage system during the melting process","year":2021,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Phase Change Materials Research","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Phase-change material; Heat transfer; Tube (container); Inlet; Mechanics; Reynolds number; Materials science; Latent heat; Sensitivity (control systems); Thermal energy storage; Phase (matter); Thermodynamics; Phase change; Mechanical engineering; Composite material; Chemistry; Physics; Engineering; Turbulence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006953473,0.000220901,0.0005099839,0.0001957716,0.0001068706,0.0001004665,0.0004027739,0.0001177747,0.00008067343],"category_scores_gemma":[0.00004782851,0.0001649801,0.0001505444,0.0003659829,0.00004953255,0.0002334663,0.00009624925,0.0002657915,0.000001801879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003603599,"about_ca_system_score_gemma":0.0001375632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002630038,"about_ca_topic_score_gemma":0.000007901261,"domain_scores_codex":[0.9978219,0.0002075935,0.0007019629,0.0001613335,0.0006740383,0.0004331372],"domain_scores_gemma":[0.9988072,0.0001422499,0.0001594104,0.0003024658,0.0004026935,0.0001859988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001586848,0.0000516198,0.000009624715,0.0003744258,0.0001660038,0.0009342371,0.000233969,0.6032268,0.3942744,0.0004205853,0.00008163606,0.00006806054],"study_design_scores_gemma":[0.001635064,0.0001276331,0.0000683176,0.0005941831,0.00006478374,0.001086682,0.0005137566,0.1390485,0.8557659,0.00003266762,0.0007921866,0.0002703241],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164281,0.003624154,0.07807767,0.00008236448,0.0009576569,0.0000701233,0.000009723063,0.00006977352,0.0006803841],"genre_scores_gemma":[0.9982963,0.0002672087,0.000523928,0.00001110636,0.0006097623,0.00001448856,0.000002256138,0.00006544808,0.000209567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4641783,"threshold_uncertainty_score":0.6727692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03400183333063855,"score_gpt":0.2605084582767567,"score_spread":0.2265066249461182,"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."}}