{"id":"W2806290846","doi":"10.11159/ffhmt18.190","title":"Effect of Vibration on the Melting of Phase Change Material inside a Cylindrical Enclosure","year":2018,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Engineering Applied Research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Enclosure; Vibration; Phase-change material; Materials science; Phase change; Phase (matter); Composite material; Acoustics; Engineering; Physics; Electrical engineering; Engineering physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003709399,0.0001445833,0.0001926312,0.0001000791,0.00003557965,0.0000292796,0.000310485,0.00007865654,0.00008316233],"category_scores_gemma":[0.00005753235,0.00008894317,0.00006070007,0.0001066356,0.0001209657,0.00008942762,0.00002935497,0.0001714277,0.000002021574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002461069,"about_ca_system_score_gemma":0.000009984783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009309063,"about_ca_topic_score_gemma":9.036166e-7,"domain_scores_codex":[0.9990707,0.0000104205,0.0002428353,0.0001356629,0.0004021606,0.0001382349],"domain_scores_gemma":[0.9995815,0.00009688123,0.00001574214,0.00007589808,0.0001965855,0.00003335054],"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":[0.0003831091,0.00003022925,0.00006166616,0.0002079361,0.00005843836,1.26187e-7,0.0005072698,0.00006207274,0.9764853,0.02045775,0.0000440455,0.001702049],"study_design_scores_gemma":[0.0005850595,0.0005314325,0.00013092,0.0002521695,0.00001748098,0.000001402491,0.00003410845,0.1011375,0.8970088,0.0001914882,0.00003749305,0.00007222978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922277,0.0000111277,0.0003996854,0.0005060585,0.0002859442,0.0003593621,0.00004383118,0.00003111384,0.006135223],"genre_scores_gemma":[0.9995509,0.00004276658,0.0001061063,0.00002128484,0.0001893907,0.00005661563,0.000003353741,0.00001867984,0.00001092987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010754,"threshold_uncertainty_score":0.3626997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724281154411433,"score_gpt":0.2692788633053247,"score_spread":0.2420360517612103,"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."}}