{"id":"W54446465","doi":"","title":"Thermal Performance Study of a Prototype Multiport Heat Exchanger","year":2012,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Heat exchanger; Thermal; Mechanical engineering; Nuclear engineering; Environmental science; Materials science; Engineering; Thermodynamics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007460933,0.00038596,0.000574469,0.0002806717,0.0003509632,0.0003577714,0.001021703,0.0004773954,0.002710542],"category_scores_gemma":[0.0006023386,0.0002230599,0.0003878118,0.0001965939,0.000218688,0.0007448874,0.000353089,0.0004010513,0.0003640589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637307,"about_ca_system_score_gemma":0.0002801242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004812413,"about_ca_topic_score_gemma":0.0004034704,"domain_scores_codex":[0.9996719,0.00006254962,0.00002572335,0.00006605404,0.0001228658,0.00005090295],"domain_scores_gemma":[0.9995645,0.000116938,0.00006398608,0.00007894666,0.0001274204,0.00004825333],"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":[0.001278288,0.0004594984,0.003811839,0.0002482631,0.00002924725,0.000191546,0.000198811,0.008218114,0.967583,0.0002385877,0.0003987695,0.01734403],"study_design_scores_gemma":[0.0001668802,0.006425927,0.02807915,0.00001489831,0.00006653647,0.0005735518,0.0001464765,0.07791129,0.8837454,0.00007680858,0.002727115,0.0000658937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936005,0.00007481315,0.005235347,0.0000335707,0.00001485933,0.00003815227,0.00007683302,0.0001988442,0.0007270511],"genre_scores_gemma":[0.9934823,0.00003933075,0.004806255,0.00001043018,0.000005927752,0.00003476578,0.00007904974,0.00001734352,0.001524598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002710542,"threshold_uncertainty_score":0.009067714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173086924746702,"score_gpt":0.2080016054663626,"score_spread":0.1862707362188956,"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."}}