{"id":"W3138562144","doi":"10.1371/journal.pone.0246972","title":"Melting phase change heat transfer in a quasi-petal tube thermal energy storage unit","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Phase Change Materials Research","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Phase-change material; Thermal energy storage; Materials science; Heat transfer; Tube (container); Shell and tube heat exchanger; Thermal; Mechanics; Thermodynamics; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001675076,0.0001709784,0.0003055207,0.000157724,0.00003564925,0.00005147964,0.0001393934,0.00008896019,0.001055219],"category_scores_gemma":[0.00003161189,0.0001897513,0.000041485,0.0003356388,0.00002202351,0.000192344,0.00004592774,0.0001898235,0.00004032679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008783596,"about_ca_system_score_gemma":0.00002389217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001555714,"about_ca_topic_score_gemma":0.0003681733,"domain_scores_codex":[0.9986736,0.0001104374,0.0002074731,0.0002113961,0.0003292383,0.0004679192],"domain_scores_gemma":[0.9995369,0.00005162407,0.00000314402,0.0002414042,0.00004836968,0.0001185307],"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":[0.0000339108,0.001188981,0.00006053394,0.0002566757,0.00009452318,0.0004311973,0.001366222,0.00006416128,0.9948244,0.00003661364,0.000005505748,0.001637237],"study_design_scores_gemma":[0.001592755,0.00008401483,0.0001265306,0.0002199864,0.00002236707,0.000005706021,0.0001167124,0.03267191,0.9647802,0.000007863378,0.0001453614,0.0002266304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968809,0.001156785,0.0002687984,0.000143437,0.00007524878,0.0001473439,0.0000872806,0.0001804285,0.001059789],"genre_scores_gemma":[0.9988512,0.0002105269,0.00008616423,0.00006535524,0.0003706601,0.00017112,0.00008714826,0.0000720207,0.00008581141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03260775,"threshold_uncertainty_score":0.999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136981118919646,"score_gpt":0.2835743004722594,"score_spread":0.1465931815526134,"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."}}