{"id":"W4210625175","doi":"10.1115/imece2021-71671","title":"Thermal Performance of a Helical Steel Energy Pile Incorporating Latent Thermal Energy Storage for Ground Source Heat Pump Applications","year":2021,"lang":"en","type":"article","venue":"","topic":"Phase Change Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Calgary","funders":"","keywords":"Heat pump; Materials science; Heat exchanger; Thermal energy storage; Thermal; Heat transfer; Latent heat; Phase-change material; Pile; Nuclear engineering; Mechanical engineering; Mechanics; Structural engineering; Thermodynamics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001689019,0.0003704023,0.0003663418,0.0003492614,0.0003737491,0.0003287472,0.0003566541,0.0003516191,0.002067842],"category_scores_gemma":[0.0002713987,0.0001978908,0.0003548573,0.0003041104,0.0002851172,0.000286946,0.0002516914,0.0001878685,0.0003956936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147268,"about_ca_system_score_gemma":0.0002745044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609018,"about_ca_topic_score_gemma":0.001965674,"domain_scores_codex":[0.9998991,0.00001639642,0.000005299837,0.00001519895,0.00003361411,0.00003042225],"domain_scores_gemma":[0.9998393,0.00004908058,0.00003132116,0.00001540087,0.0000366833,0.00002812679],"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":[0.00180322,0.0002065366,0.007018117,0.0003154715,0.00005101989,0.0006469654,0.0001105217,0.1651332,0.8087512,0.0003879973,0.0006136267,0.01496208],"study_design_scores_gemma":[0.000094418,0.004180281,0.02844054,0.00003779003,0.0001002582,0.0002341206,0.0002865029,0.4100192,0.5549464,0.0001456298,0.001445878,0.00006889564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976189,0.00004908688,0.001426468,0.00001412162,0.00001005405,0.000006942097,0.00006707295,0.00007376857,0.0007334977],"genre_scores_gemma":[0.9994,0.00001593761,0.0003293589,0.0000014727,7.880167e-7,0.000002400229,0.00002281985,0.000002556141,0.0002245765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002067842,"threshold_uncertainty_score":0.006917596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835133031022842,"score_gpt":0.2465879633408377,"score_spread":0.2182366330306093,"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."}}