{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008433456,0.0003202256,0.00030039,0.00191453,0.0004304159,0.0009298007,0.0003606908,0.0003629444,0.003452561],"category_scores_gemma":[0.001243045,0.0001245018,0.0004670751,0.00166224,0.0002105857,0.0007700939,0.0005267848,0.0002600798,0.000459998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008248911,"about_ca_system_score_gemma":0.0002966215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004408943,"about_ca_topic_score_gemma":0.005422307,"domain_scores_codex":[0.9993316,0.0001798405,0.00005282554,0.00009647833,0.0002319264,0.0001074369],"domain_scores_gemma":[0.9992653,0.0002041676,0.00005696465,0.00006453008,0.0003660849,0.00004304976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006357954,0.001370841,0.252548,0.001832871,0.001244069,0.0005429352,0.001352803,0.2771238,0.1529938,0.0114642,0.004910633,0.288258],"study_design_scores_gemma":[0.0001361146,0.00554986,0.7465836,0.0001438925,0.0003854768,0.0003461048,0.005505537,0.1029557,0.1127543,0.003601657,0.02190595,0.0001317525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831934,0.0005841128,0.005476983,0.00003775557,0.00004006228,0.00007223821,0.0008300802,0.00007723592,0.009688156],"genre_scores_gemma":[0.9969291,0.0001444218,0.001294883,0.000009116513,0.00000500548,0.00002273958,0.0007104572,0.00001323502,0.0008709548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004408943,"threshold_uncertainty_score":0.01155001,"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."}}