{"id":"W4416342320","doi":"10.1109/epec65543.2025.11230476","title":"Modeling and Optimal Operation of Thermoelectric Microgrids with Phase-Change Material Thermal System","year":2025,"lang":"","type":"article","venue":"","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Thermal energy storage; Thermal; Thermal energy; Phase-change material; Thermal management of electronic devices and systems; Phase change; Greenhouse gas; Thermoelectric effect; Energy (signal processing)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004536039,0.000394786,0.0005885376,0.0004483485,0.0001316392,0.000298827,0.0002369855,0.0002214408,0.0003182498],"category_scores_gemma":[0.000007023612,0.0003305888,0.00004745386,0.0004153163,0.00007772873,0.0003767908,0.0001521051,0.0001691677,0.000007283933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193268,"about_ca_system_score_gemma":0.00009961488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004885446,"about_ca_topic_score_gemma":0.00001639922,"domain_scores_codex":[0.9979709,0.0001409926,0.000580858,0.0004240462,0.0002887144,0.0005945034],"domain_scores_gemma":[0.9993081,0.00003364453,0.00004914956,0.0003357076,0.0001693677,0.0001040289],"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":[0.001280921,0.0001357907,0.000008042563,0.002488908,0.000261354,0.00001745742,0.0008963528,0.02811988,0.9562299,0.0005315658,0.00000961837,0.01002017],"study_design_scores_gemma":[0.001846557,0.0003873199,0.00000811766,0.0003946716,0.0000751665,0.00001388082,0.0003216154,0.6114901,0.3852609,0.0000010778,0.000007089932,0.000193437],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572877,0.001958413,0.03729595,0.00005303636,0.0004670349,0.001218922,0.0001344165,0.0001559712,0.001428554],"genre_scores_gemma":[0.997817,0.0003028391,0.00118469,0.00001345401,0.0003359045,0.0001685195,0.00003849125,0.00006968316,0.00006943414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5833702,"threshold_uncertainty_score":0.9999146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121748613657646,"score_gpt":0.2836488992899278,"score_spread":0.2524314131533513,"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."}}