{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006643013,0.0007455485,0.0009689831,0.0002607907,0.0005679211,0.0008679852,0.0004738525,0.0009548003,0.001792856],"category_scores_gemma":[0.00132747,0.0006003278,0.0006115551,0.0002694036,0.000816141,0.0009771371,0.0005760305,0.0005349941,0.0002080084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108493,"about_ca_system_score_gemma":0.0007669181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162754,"about_ca_topic_score_gemma":0.001542779,"domain_scores_codex":[0.9996067,0.0001173065,0.000008140609,0.00009253687,0.00007795507,0.0000974497],"domain_scores_gemma":[0.9996341,0.0001810832,0.0000620007,0.00002909872,0.00006867082,0.00002501882],"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":[0.00004199843,0.000007750428,0.0001641544,0.00004512418,0.000008661033,0.00007114055,0.00001555242,0.9908495,0.005521,0.001852281,0.0001294954,0.001293445],"study_design_scores_gemma":[0.00001652945,0.00006812745,0.000307455,0.000002786217,0.00001019543,0.00002398778,0.00001399543,0.9963611,0.001666719,0.001272131,0.000249088,0.000007960408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5509249,0.0006140863,0.4239863,0.0005294093,0.00005126405,0.0001190453,0.0003187298,0.0004924112,0.02296383],"genre_scores_gemma":[0.9919752,0.00006093369,0.006636693,0.00001508521,0.000004874023,0.0000355256,0.00003780779,0.00002922298,0.001204651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002162754,"threshold_uncertainty_score":0.007871687,"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."}}