{"id":"W3133716722","doi":"10.3390/cli9030042","title":"Ecoenergetic Comparison of HVAC Systems in Data Centers","year":2021,"lang":"en","type":"article","venue":"Climate","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air conditioning; Montreal Protocol; HVAC; Curitiba; Environmental science; Global warming; Greenhouse gas; Refrigerant; Work (physics); Sustainability; Environmental economics; Meteorology; Environmental resource management; Ozone layer; Climate change; Engineering; Geography; Ozone; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.00005511526,0.00004671323,0.0001164829,0.00003103951,0.00001021781,0.00001045542,0.0001143558,0.00003089942,0.00001243131],"category_scores_gemma":[0.000005821157,0.000051371,0.00001003353,0.0001124473,0.000006068654,0.00006644591,0.00005867723,0.00004422109,0.00000165588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001483508,"about_ca_system_score_gemma":0.000005117128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001483648,"about_ca_topic_score_gemma":0.00005576847,"domain_scores_codex":[0.9995816,0.00001219212,0.0001691405,0.00008571889,0.00004619947,0.0001051317],"domain_scores_gemma":[0.9996676,0.00001187755,0.00001931306,0.0002749327,0.00001088664,0.00001541384],"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":[0.000001502905,0.00001848594,0.008671225,0.0001130753,0.000007412667,0.000002865661,0.0000324746,0.9886506,0.0009935007,0.0007518911,0.0005704357,0.0001865091],"study_design_scores_gemma":[0.0001172182,0.000002581295,0.001155583,0.00008141281,0.000005583705,0.000001653075,0.00007822808,0.9945921,0.002125882,0.000008131762,0.001773839,0.00005780736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833628,0.00444077,0.0056623,0.0000388702,0.001503661,0.00006149581,0.0000625057,0.0001723235,0.004695278],"genre_scores_gemma":[0.9989372,0.0003197532,0.0004923447,0.000004259039,0.00001434168,0.000002366899,0.0001966431,0.00001074956,0.00002231889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01557443,"threshold_uncertainty_score":0.2094848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292101927255694,"score_gpt":0.2677330910896494,"score_spread":0.2348120718170925,"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."}}