{"id":"W7096370208","doi":"","title":"Chillers + Lighting + TES Why CFC Chiller Replacement","year":2015,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chiller; Refrigeration; Electricity; ASHRAE 90.1; Chiller boiler system; Electricity demand; Cooling load; Tonnage","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":[0.0008774365,0.00039271,0.0003656989,0.0003962066,0.000695481,0.001791998,0.0008379183,0.002530128,0.02580254],"category_scores_gemma":[0.002189386,0.0001886066,0.0004372387,0.000619696,0.001554332,0.002537488,0.0006600812,0.002608795,0.01338438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682575,"about_ca_system_score_gemma":0.001312886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009163261,"about_ca_topic_score_gemma":0.01545357,"domain_scores_codex":[0.9989222,0.0001117008,0.0000429375,0.0001831276,0.0005835583,0.0001564043],"domain_scores_gemma":[0.9985777,0.0003015618,0.000141299,0.0001334075,0.0006432954,0.0002026688],"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":[0.0001746919,0.0001409489,0.006484049,0.001331276,0.00002573251,0.000854627,0.0002181014,0.0005848409,0.005079139,0.02599363,0.5347294,0.4243835],"study_design_scores_gemma":[0.00001554604,0.00008196398,0.002609305,0.0003443644,0.0000134221,0.002213946,0.000282612,0.0001663434,0.0024774,0.004202351,0.9875701,0.0000225451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0419532,0.2948742,0.01955976,0.3028342,0.03131598,0.0001380469,0.00120268,0.002278839,0.3058431],"genre_scores_gemma":[0.3537389,0.1845844,0.0198864,0.1631657,0.01354894,0.0001230065,0.0009999548,0.001070481,0.2628823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02580254,"threshold_uncertainty_score":0.08631802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439143471108964,"score_gpt":0.1893581748950482,"score_spread":0.1749667401839586,"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."}}