{"id":"W2739471955","doi":"10.1007/s00231-017-2101-9","title":"Investigation of heat transfer inside a PCM-air heat exchanger: a numerical parametric study","year":2017,"lang":"en","type":"article","venue":"Heat and Mass Transfer","topic":"Phase Change Materials Research","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Materials science; Heat transfer; Mechanics; Heat exchanger; Thermodynamics; Convective heat transfer; Multiphysics; Plate fin heat exchanger; Laminar flow; Heat spreader; Micro heat exchanger; Plate heat exchanger; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003007808,0.0002649408,0.0004880139,0.0002761456,0.0001727509,0.00009704446,0.0002185213,0.0001375588,0.0001053376],"category_scores_gemma":[0.00002381381,0.000242503,0.00007897663,0.0002089378,0.000139901,0.0002944667,0.00002203872,0.0002029426,0.00001159444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004854256,"about_ca_system_score_gemma":0.00002416424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004371112,"about_ca_topic_score_gemma":0.0001221509,"domain_scores_codex":[0.9984834,0.00009683814,0.0003329333,0.0003084753,0.0003583288,0.0004200093],"domain_scores_gemma":[0.9991599,0.00007328142,0.00000209794,0.0004677766,0.0000555886,0.0002413541],"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":[0.0002346176,0.0001655644,0.01621369,0.0008674762,0.0001887793,0.00007159414,0.004978163,0.0004820199,0.9750534,0.00006091054,0.0001611122,0.001522655],"study_design_scores_gemma":[0.005710279,0.001161284,0.08235492,0.0002117979,0.0001773807,0.00002800858,0.0004764446,0.01475314,0.8929847,0.0003167854,0.0009982269,0.0008269942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926641,0.0005806282,0.004755286,0.0002755788,0.0002433912,0.0008181545,0.00005566451,0.0001277195,0.0004795009],"genre_scores_gemma":[0.9990982,0.0004263224,0.00006635024,0.00004265627,0.0001177068,0.0001599968,0.00001318944,0.00005688713,0.00001863106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08206867,"threshold_uncertainty_score":0.9888986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06814285945813114,"score_gpt":0.2886826086261191,"score_spread":0.220539749167988,"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."}}