{"id":"W2240019149","doi":"10.2172/814288","title":"IEA Annex 26: Advanced Supermarket Refrigeration/Heat Recovery Systems","year":2003,"lang":"en","type":"report","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Refrigeration; Chiller; Gas compressor; Environmental science; Energy consumption; Efficient energy use; Process engineering; Engineering; Waste management; Mechanical engineering; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004076071,0.0005183688,0.000642776,0.0004061877,0.0001731766,0.0003292109,0.0002582833,0.0008163532,0.0006642272],"category_scores_gemma":[0.0002729169,0.0004845877,0.0001875499,0.0003005092,0.00004804991,0.0004133723,0.00003143265,0.0005950461,0.0003124654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006362093,"about_ca_system_score_gemma":0.0002852508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003024817,"about_ca_topic_score_gemma":0.00001870721,"domain_scores_codex":[0.9976594,0.00005479335,0.0007882734,0.0004632966,0.000615599,0.0004186494],"domain_scores_gemma":[0.9986001,0.00007935431,0.00007953912,0.000784158,0.0003714121,0.00008542302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004987206,0.00002172446,0.00004733153,0.0006056941,0.0002147475,0.00004196649,0.00002077816,0.05003339,0.00142321,0.0008341662,0.9422727,0.004479282],"study_design_scores_gemma":[0.0002092737,0.00004826573,0.00007304893,0.000339908,0.00003549711,0.0001336508,0.0001082445,0.004634572,0.001732861,0.0001569727,0.991753,0.0007747335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002882574,0.007148392,0.0113301,0.0001424031,0.01155709,0.0008941732,0.0001733075,0.008875431,0.9569965],"genre_scores_gemma":[0.3302025,0.07349497,0.0118901,0.0003593464,0.002393865,0.002039606,0.00388356,0.001347007,0.574389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3826075,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790332838959735,"score_gpt":0.2389858346030913,"score_spread":0.2210825062134939,"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."}}