{"id":"W3137941176","doi":"10.3390/en14061619","title":"Intensifying the Charging Response of a Phase-Change Material with Twisted Fin Arrays in a Shell-And-Tube Storage System","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Phase Change Materials Research","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Fin; Phase-change material; Materials science; Taguchi methods; Tube (container); Volume (thermodynamics); Shell (structure); Thermal energy storage; Energy storage; Work (physics); Thermal; Mechanics; Mechanical engineering; Engineering; Composite material; Thermodynamics; Physics","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":[0.00009527917,0.0001477659,0.0001449377,0.0001221968,0.0001203927,0.0001603332,0.0002412213,0.00018358,0.0005024229],"category_scores_gemma":[0.0001786562,0.00007822441,0.0001273297,0.000135762,0.0001803883,0.0002895184,0.0001756427,0.0001137056,0.00009348514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617126,"about_ca_system_score_gemma":0.0001254673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002911443,"about_ca_topic_score_gemma":0.0005924287,"domain_scores_codex":[0.9999574,0.000004532901,0.000002701932,0.000008451486,0.00001813065,0.000008745325],"domain_scores_gemma":[0.9999378,0.00001748717,0.00001274954,0.000007399792,0.00001828703,0.00000633972],"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":[0.00010391,0.00001440603,0.000538751,0.0000569551,0.000003226446,0.000120256,0.00003372779,0.006778011,0.98465,0.0002827227,0.0000519697,0.007366252],"study_design_scores_gemma":[0.000009527128,0.0003904072,0.001460073,0.00000580864,0.000009249169,0.0001181837,0.00004428624,0.05831572,0.9382616,0.0001231036,0.001248527,0.00001356444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808207,0.0001392528,0.0180295,0.00002920774,0.00002881911,0.00001381544,0.00003919678,0.0001051681,0.0007945237],"genre_scores_gemma":[0.9930225,0.00005517374,0.006346263,0.000007963137,0.000002758563,0.000005370189,0.00001348975,0.000004971541,0.0005416077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005024229,"threshold_uncertainty_score":0.001680791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.047256853551329,"score_gpt":0.2711994867582686,"score_spread":0.2239426332069396,"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."}}