{"id":"W4400015085","doi":"10.1002/cjce.25378","title":"Effects of segmentation in composite phase change material on melting/solidification performance of triplex‐tube thermal energy storage systems","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Phase Change Materials Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Thermal energy storage; Tube (container); Phase-change material; Composite number; Materials science; Phase change; Thermal; Composite material; Energy storage; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959399,0.000116535,0.0002334993,0.0003459394,0.00001292298,0.00004214176,0.0001825504,0.00006395474,0.000010884],"category_scores_gemma":[0.00002646315,0.00009622475,0.00004249862,0.0002140974,0.00002507321,0.000133627,0.000007626128,0.0001675575,8.14258e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030935,"about_ca_system_score_gemma":0.00005598632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005298914,"about_ca_topic_score_gemma":0.00001436724,"domain_scores_codex":[0.9991342,0.00002958993,0.0003679226,0.00006331376,0.0001915568,0.0002133712],"domain_scores_gemma":[0.9995934,0.00009512102,0.00005762079,0.0000891989,0.00004267032,0.000121961],"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":[0.00004548884,0.000009812501,0.000004046369,0.001072458,0.00003467526,0.000028245,0.0005998986,0.03895084,0.9582784,0.00005301417,0.00001221534,0.0009109455],"study_design_scores_gemma":[0.0003741976,0.00006664432,0.00005001284,0.0006960751,0.00001297882,0.00001699556,0.000005857669,0.1771347,0.8215331,0.000001253508,0.00004149992,0.00006661933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977354,0.00107395,0.000209886,0.00002370209,0.0007588814,0.0001362372,0.00002964412,0.00001634443,0.00001595878],"genre_scores_gemma":[0.9995477,0.00002714187,0.0000305271,0.00000374524,0.0003283856,0.00001989115,0.000009374111,0.00003129497,0.000001900895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1381839,"threshold_uncertainty_score":0.3923931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950843123896289,"score_gpt":0.2412594688171324,"score_spread":0.2217510375781695,"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."}}