{"id":"W2760477588","doi":"10.1016/j.enconman.2017.09.018","title":"Heat transfer enhancement of phase change materials by fins under simultaneous charging and discharging","year":2017,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Phase Change Materials Research","field":"Engineering","cited_by":146,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Concordia University","keywords":"Heat transfer; Fin; Materials science; Phase change; Phase (matter); Heat transfer enhancement; Heat transfer fluid; Mechanics; Phase-change material; Environmental science; Nuclear engineering; Mechanical engineering; Thermodynamics; Composite material; Engineering; Chemistry; Heat transfer coefficient; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001231665,0.0001498213,0.0001995409,0.00008938291,0.0001597862,0.00009788948,0.0001296183,0.0000383011,0.0003610213],"category_scores_gemma":[0.0000026641,0.0001429734,0.00001736314,0.00002141257,0.00006227245,0.0001638508,0.0001490021,0.00002796039,0.000003589753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003059884,"about_ca_system_score_gemma":0.000001453324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001433206,"about_ca_topic_score_gemma":0.000007957275,"domain_scores_codex":[0.9992397,0.00002012383,0.0001514076,0.0001967091,0.0001550844,0.0002369331],"domain_scores_gemma":[0.9996418,0.00001696899,0.00001016306,0.0002301481,0.00001244259,0.00008847976],"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":[0.00006455536,0.00006368617,0.000002588596,0.0006528139,0.00009981386,0.00003132457,0.0003617459,0.00002263507,0.9847558,0.0009978133,0.0006322726,0.01231502],"study_design_scores_gemma":[0.002180186,0.00007585887,0.00001865516,0.0001376536,0.00003053762,0.00000152568,0.000176988,0.008665824,0.9559851,0.00001755803,0.03251036,0.0001997021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921193,0.0006725363,0.005267402,0.0003321452,0.000407787,0.0002505868,0.00006225696,0.00004963908,0.0008383621],"genre_scores_gemma":[0.9897385,0.009597613,0.00002780703,0.00009625413,0.00004668603,0.00005052634,0.00003805437,0.00002174809,0.000382785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03187808,"threshold_uncertainty_score":0.5830285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897697152395811,"score_gpt":0.2726384594956803,"score_spread":0.2436614879717222,"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."}}