{"id":"W2290589759","doi":"10.2172/1228765","title":"Energy Efficient Commercial Refrigeration with Carbon Dioxide Refrigerant and Scroll Expanders","year":2013,"lang":"en","type":"report","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Refrigeration; Environmental science; Global-warming potential; Carbon dioxide; Montreal Protocol; Ozone; Vapor-compression refrigeration; Energy consumption; Waste management; Greenhouse gas; Process engineering; Ozone layer; Chemistry; Engineering; Heat exchanger; Mechanical engineering; Electrical engineering","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":[0.0001760439,0.0004657412,0.0005131623,0.000346464,0.0001805693,0.0001885234,0.0001469268,0.0005067403,0.00008829096],"category_scores_gemma":[0.00002688297,0.0003553638,0.00006367329,0.0001843442,0.0001283989,0.00009193423,0.00004850809,0.0003975742,0.000008549011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002911684,"about_ca_system_score_gemma":0.0001649326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007851048,"about_ca_topic_score_gemma":0.0005034221,"domain_scores_codex":[0.9981728,0.00002861302,0.000460748,0.0004146745,0.0005768538,0.0003462947],"domain_scores_gemma":[0.9990653,0.00004136684,0.0001186754,0.0004470458,0.0002342561,0.00009330389],"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":[0.0002189797,0.0005065362,0.002020009,0.002739382,0.003319534,0.0004827278,0.001909774,0.1901877,0.0335989,0.02454453,0.4145896,0.3258823],"study_design_scores_gemma":[0.004644445,0.001086469,0.007679935,0.002505098,0.000630782,0.0008127363,0.001425504,0.324935,0.06691943,0.001581272,0.5800944,0.007684942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3185358,0.003107727,0.03673049,0.0008522043,0.002434934,0.001147143,0.00005211749,0.006668216,0.6304713],"genre_scores_gemma":[0.9910049,0.001541657,0.000903103,0.00006178454,0.0002272552,0.0001957025,0.0002009019,0.000106678,0.00575802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6724691,"threshold_uncertainty_score":0.9998899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428570670180856,"score_gpt":0.2168677874499856,"score_spread":0.2025820807481771,"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."}}