{"id":"W2968699315","doi":"10.2172/1559243","title":"Benefits of Energy Efficient and Low-Global Warming Potential Refrigerant Cooling Equipment","year":2019,"lang":"en","type":"report","venue":"Lawrence Berkeley National Laboratory","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Global-warming potential; Environmental science; Global warming; Meteorology; Nuclear engineering; Climate change; Greenhouse gas; Engineering; Mechanical engineering; Geography; Geology; Oceanography; Heat exchanger","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":[0.000495145,0.0004723208,0.0001260884,0.0004676732,0.0003819588,0.0009776312,0.0003846102,0.0007410799,0.008998516],"category_scores_gemma":[0.0009725879,0.0001030084,0.00030739,0.0007577491,0.0004796089,0.001314024,0.0008160445,0.0004394959,0.001210579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033779,"about_ca_system_score_gemma":0.0006183102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653144,"about_ca_topic_score_gemma":0.006032078,"domain_scores_codex":[0.9995192,0.00009723139,0.00001337495,0.00005443487,0.0002217585,0.0000939746],"domain_scores_gemma":[0.9994979,0.0001219329,0.0001128645,0.00003444638,0.0001841203,0.00004876206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002067103,0.0008199825,0.1272936,0.003600911,0.0003564075,0.001263444,0.0004465712,0.1185608,0.1455197,0.1146253,0.02548663,0.4599596],"study_design_scores_gemma":[0.0001339619,0.002533628,0.3806266,0.001498159,0.0006820511,0.001895034,0.003515979,0.03524517,0.1833842,0.05758021,0.3326755,0.0002296096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8125756,0.007621794,0.02344939,0.003534647,0.0002448008,0.0001558062,0.005002994,0.0002679256,0.147147],"genre_scores_gemma":[0.9906624,0.001152076,0.003507844,0.0002368206,0.00003880125,0.00003144002,0.0006722281,0.00003550309,0.003662889],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008998516,"threshold_uncertainty_score":0.03010303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139731963452593,"score_gpt":0.2389490204461197,"score_spread":0.2275517008115937,"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."}}