{"id":"W4283592424","doi":"10.11159/ehst22.138","title":"Investigating Phase Change Material Foam Configuration in a Heat Exchanger","year":2022,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Energy Harvesting, Storage, and Transfer","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ministry of Agriculture, Food and Rural Affairs; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Heat exchanger; Phase-change material; Materials science; Phase change; Phase (matter); Composite material; Mechanical engineering; Chemistry; Engineering; Engineering 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002278672,0.0001462,0.0001887832,0.0001935076,0.0001799281,0.0002471195,0.0002440691,0.0002775963,0.001003335],"category_scores_gemma":[0.0004915351,0.0001110313,0.0001777719,0.0001124271,0.0002026313,0.0003675253,0.0001601407,0.0001795923,0.0001065157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014331,"about_ca_system_score_gemma":0.0001450016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003901764,"about_ca_topic_score_gemma":0.0003083363,"domain_scores_codex":[0.999918,0.0000156688,0.000003383597,0.00001704772,0.00002754144,0.00001842454],"domain_scores_gemma":[0.9997748,0.0001266219,0.00003282331,0.00001642204,0.00003482928,0.00001458583],"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":[0.0004061534,0.0001377875,0.004672138,0.0001085194,0.00001358582,0.0001587811,0.00009580755,0.03786369,0.9471586,0.0005872626,0.00005106087,0.00874667],"study_design_scores_gemma":[0.00003556275,0.0009441546,0.005974288,0.000007734712,0.00002225659,0.0001067884,0.00006604311,0.2736038,0.7186053,0.0001548986,0.0004642988,0.00001480803],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936903,0.00005395674,0.00589323,0.00001097162,0.000005495918,0.000009526746,0.00001862408,0.00005345588,0.0002645063],"genre_scores_gemma":[0.9966868,0.00003354333,0.003061341,0.000002481033,0.000001140889,0.000006790886,0.00001267635,0.00000543288,0.000189822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001003335,"threshold_uncertainty_score":0.003356457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04341572003632711,"score_gpt":0.2373271474684615,"score_spread":0.1939114274321344,"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."}}