{"id":"W4405926735","doi":"10.1016/j.est.2024.115172","title":"Impact of helically coiled shell and tube on melting and solidification of PCMs in thermal energy storage systems: A three-dimensional parametric study","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Phase Change Materials Research","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Thermal energy storage; Shell (structure); Tube (container); Materials science; Thermal; Parametric statistics; Energy storage; Mechanics; Mechanical engineering; Thermodynamics; Composite material; Engineering; Physics; Mathematics","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":[0.0008865042,0.0001777618,0.000497507,0.0009024165,0.0000211018,0.00005940014,0.0001305621,0.00009260974,0.00001961669],"category_scores_gemma":[0.000106624,0.0001374222,0.00007692646,0.0004611193,0.00004215181,0.0001722434,0.00005112082,0.0002019925,3.190669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870353,"about_ca_system_score_gemma":0.00007327658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004495339,"about_ca_topic_score_gemma":0.00006614183,"domain_scores_codex":[0.9983346,0.0001815827,0.0006579367,0.0001559064,0.0004586931,0.0002112129],"domain_scores_gemma":[0.9990658,0.0003651762,0.000164672,0.0001539381,0.0001309007,0.0001194856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004218354,0.0004630738,0.00201698,0.0004668738,0.0004830532,0.0004169032,0.0006120655,0.426666,0.5653923,0.0001882869,0.000086222,0.002786462],"study_design_scores_gemma":[0.004185973,0.00522677,0.09193776,0.002018526,0.0001529935,0.0003266526,0.0004408163,0.8590648,0.03575102,0.0001246359,0.0001470494,0.0006230216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928617,0.006300677,0.0003915524,0.000008433587,0.0002323651,0.00008457759,0.00002915668,0.00001647735,0.00007502273],"genre_scores_gemma":[0.9995826,0.0001819681,0.00003745281,0.000002456798,0.0001348532,0.000007832379,0.000003078172,0.00003634068,0.0000133642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5296413,"threshold_uncertainty_score":0.5603913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826240801668873,"score_gpt":0.2901363205844854,"score_spread":0.2618739125677967,"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."}}