{"id":"W2801901727","doi":"10.1139/tcsme-2007-0016","title":"OPTIMIZATION OF REALISTIC REFRIGERATION PLANT UNDER FIXED TOTAL THERMAL CONDUCTANCE CONSTRAINT","year":2007,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Council","keywords":"Refrigeration; Thermodynamics; Thermal conductivity; Conductance; Constraint (computer-aided design); Thermal; Coefficient of performance; Materials science; Mechanics; Mathematics; Mechanical engineering; Physics; Engineering; Heat exchanger; Heat pump","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507415,0.00009001427,0.0001363045,0.00001913138,0.000117061,0.000006557669,0.00008936916,0.00006186906,0.00006274906],"category_scores_gemma":[0.000009412347,0.00008090754,0.0002088402,0.0001083273,0.00003355695,0.00004064229,0.000002630308,0.0001257286,9.570019e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013485,"about_ca_system_score_gemma":0.0001056655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656501,"about_ca_topic_score_gemma":0.001243602,"domain_scores_codex":[0.9993718,0.000004798984,0.0002379828,0.0001018736,0.00008840299,0.0001951568],"domain_scores_gemma":[0.9995223,0.000113236,0.00006892912,0.0001277647,0.00006892064,0.00009879378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006007461,0.00001125548,3.940639e-7,0.00001557783,0.00005642021,4.765585e-8,0.00004497313,0.5740105,0.01363105,0.4114785,0.00000185592,0.0007434328],"study_design_scores_gemma":[0.0003070809,0.00003460564,0.0000185724,0.00003266174,0.00005966223,0.000001119947,0.0002095482,0.9795039,0.01367712,0.006020637,0.00001992265,0.0001151077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006499874,0.000005924077,0.9919984,0.00007825504,0.0001936738,0.0002158276,0.0009139153,0.000009289947,0.00008484533],"genre_scores_gemma":[0.9395345,6.210911e-7,0.06033783,0.00001589771,0.00002722407,0.0000094231,0.00003727442,0.00001485482,0.00002234496],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9330347,"threshold_uncertainty_score":0.3299314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009719547335477703,"score_gpt":0.2173909988908937,"score_spread":0.207671451555416,"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."}}