{"id":"W4417525393","doi":"10.1007/978-981-95-1826-5_42","title":"Development and Validation of a Numerical Model for Packed Bed PCM Thermal Energy Storage Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Medical Association","funders":"","keywords":"Thermal energy storage; Renewable energy; Phase-change material; Latent heat; Thermal; Thermal energy; Phase change; Key (lock); Energy balance","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":[0.0004534556,0.0006025991,0.0009390278,0.0002898081,0.0009341942,0.001183657,0.001545024,0.001418781,0.00293651],"category_scores_gemma":[0.00130886,0.0004620985,0.0006865005,0.0004357026,0.0005427434,0.0009265557,0.0005975449,0.0008497952,0.0007021925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000979041,"about_ca_system_score_gemma":0.001450499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170818,"about_ca_topic_score_gemma":0.00605363,"domain_scores_codex":[0.9997583,0.00005173171,0.00001793948,0.00003181122,0.0001179033,0.00002229584],"domain_scores_gemma":[0.9994339,0.0002501423,0.00003252673,0.00006817184,0.0001951887,0.00002007778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002542825,0.00004343229,0.0002668534,0.00004782735,0.000006037459,0.00003439967,0.00001995719,0.9871923,0.004022939,0.001371474,0.0003454041,0.006624042],"study_design_scores_gemma":[0.000004705172,0.00001275096,0.00004956898,0.000002094528,0.00000156686,0.000003911408,0.000003564075,0.9984347,0.001062402,0.0001629058,0.0002595491,0.00000222222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2431999,0.0007043642,0.7146614,0.0006054961,0.0003408266,0.000656187,0.001151304,0.002864964,0.0358156],"genre_scores_gemma":[0.8718168,0.0003746857,0.1166402,0.00009563113,0.00004006486,0.0006166381,0.0006458972,0.0002787558,0.009491242],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01170818,"threshold_uncertainty_score":0.02328002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571777822234516,"score_gpt":0.2370728765701975,"score_spread":0.2113550983478523,"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."}}