{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004838352,0.0005445881,0.000290455,0.001162236,0.0004803911,0.0005777483,0.001096585,0.0004277448,0.01602474],"category_scores_gemma":[0.0006038976,0.0001556071,0.0004047467,0.001450462,0.0002797398,0.001310114,0.0005374754,0.0002960418,0.004351886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151479,"about_ca_system_score_gemma":0.000779326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004840069,"about_ca_topic_score_gemma":0.01422144,"domain_scores_codex":[0.9988495,0.00008230882,0.00003100062,0.0001304211,0.0008035618,0.0001031768],"domain_scores_gemma":[0.9996676,0.00003848883,0.00002474553,0.00002831005,0.0002211211,0.00001961207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001182303,0.000941263,0.005944855,0.002813263,0.00007308126,0.0007533444,0.0002176444,0.006219682,0.4811059,0.00797883,0.04923509,0.4435348],"study_design_scores_gemma":[0.00009620199,0.0005668499,0.0136244,0.0001341959,0.00005322769,0.001077594,0.0001960874,0.007562282,0.7657396,0.000600403,0.2102963,0.00005284813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6170799,0.02509444,0.0511499,0.001398389,0.0004114751,0.001073564,0.0072073,0.002763315,0.2938217],"genre_scores_gemma":[0.8832744,0.006993895,0.02888539,0.0001557858,0.0001275165,0.0003016354,0.007705789,0.0003925236,0.07216311],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01602474,"threshold_uncertainty_score":0.05360812,"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."}}