{"id":"W4410314906","doi":"10.1115/1.4068668","title":"Design, Fabrication, and Testing of a Polymer Expanded Heat Exchanger for Absorption Chilling","year":2025,"lang":"en","type":"article","venue":"Journal of Thermal Science and Engineering Applications","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Heat exchanger; Fabrication; Polymer; Absorption (acoustics); Copper in heat exchangers; Plate fin heat exchanger; Nuclear engineering; Composite material; Plate heat exchanger; Mechanical engineering; Engineering","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":[0.001395945,0.0004396197,0.0003984567,0.0004253723,0.0003947238,0.0005846579,0.0007128855,0.000561498,0.001607026],"category_scores_gemma":[0.001139236,0.0002527808,0.000414878,0.0001946353,0.0004107739,0.0006419919,0.0004267211,0.0005323574,0.0006140191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003809798,"about_ca_system_score_gemma":0.000595849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003545683,"about_ca_topic_score_gemma":0.0004592917,"domain_scores_codex":[0.9990208,0.0001414898,0.00005413234,0.0001642771,0.0005131448,0.0001059965],"domain_scores_gemma":[0.9991671,0.0001604504,0.0001975272,0.0001322709,0.0002726455,0.00007003785],"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":[0.0001064126,0.0001761425,0.001210878,0.0001531641,0.00001948781,0.0001203158,0.00008560977,0.001665547,0.9855412,0.0002506954,0.0001991394,0.01047138],"study_design_scores_gemma":[0.0000222156,0.001003828,0.003257363,0.00000709319,0.00001613823,0.0001185985,0.00002859946,0.005121607,0.9883528,0.00002353286,0.002035855,0.00001229907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575852,0.000360135,0.03821145,0.0001314119,0.0001035236,0.0005380891,0.0002049375,0.0007638833,0.00210136],"genre_scores_gemma":[0.9602782,0.0001758857,0.03543464,0.00003880207,0.00002204218,0.000145953,0.000128245,0.0000870715,0.003689203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001607026,"threshold_uncertainty_score":0.007382512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685551630897953,"score_gpt":0.2340206557615003,"score_spread":0.2171651394525208,"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."}}