{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003684977,0.0001708885,0.0002682517,0.0001835959,0.0001422177,0.000006012258,0.0002503419,0.0001402547,0.0003908265],"category_scores_gemma":[0.000007453809,0.000199789,0.00008056922,0.0003239388,0.00005570456,0.0008880864,0.00005402885,0.0002392744,0.00004575401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006503567,"about_ca_system_score_gemma":0.00001725793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000047409,"about_ca_topic_score_gemma":0.00005611962,"domain_scores_codex":[0.99896,0.00006551643,0.0001760959,0.000156605,0.000305188,0.000336589],"domain_scores_gemma":[0.9994187,0.0000224041,0.00002490982,0.0002978471,0.00008873316,0.0001473787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003004657,0.0005507211,0.9415872,0.0002935409,0.0001420278,0.00000504638,0.01951306,0.01513335,0.02074902,0.000006655859,0.00002428004,0.001694695],"study_design_scores_gemma":[0.001856591,0.0003896891,0.981248,0.00005866894,0.00009272341,0.000003536414,0.001997669,0.003294655,0.01044626,8.756582e-7,0.0003336547,0.0002776737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964055,0.000112369,0.0002906569,0.0000121352,0.0001384776,0.0007848765,0.0000114758,0.0001071345,0.002137363],"genre_scores_gemma":[0.9992722,0.00002612992,0.0004528876,0.000006689249,0.00004609439,0.000002794955,0.00001151211,0.00002929962,0.0001524313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03966086,"threshold_uncertainty_score":0.8147159,"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."}}