{"id":"W7008153031","doi":"","title":"ATMOSERRA: Revolutionizing Burnaby's Climate Control with HVAC ExcellencePress ServicesToday at 5:05am UTC","year":2024,"lang":"en","type":"other","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"HVAC; Control (management); Control system; Climate change; Climate system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006061126,0.0008474019,0.0003296967,0.0006364347,0.001487554,0.002344806,0.0008658993,0.0007581515,0.5578855],"category_scores_gemma":[0.0006758004,0.000332609,0.0004450894,0.0004496081,0.0004281478,0.0009562155,0.001928932,0.00129971,0.1502684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009523922,"about_ca_system_score_gemma":0.001548048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01860877,"about_ca_topic_score_gemma":0.08248637,"domain_scores_codex":[0.9997218,0.00002090397,0.000003039182,0.00003234509,0.0001568599,0.00006500183],"domain_scores_gemma":[0.9996767,0.00002553829,0.000006802145,0.00004406648,0.00009984322,0.0001469961],"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":[0.0001194627,0.0001334285,0.0003217857,0.00004136089,0.000004866177,0.00005393382,0.00004783734,0.0008115925,0.0020984,0.004439925,0.9103595,0.08156777],"study_design_scores_gemma":[0.00003220171,0.00004292455,0.001349366,0.00002338265,0.000002904809,0.00002986722,0.00004516133,0.00369817,0.002199264,0.001696613,0.9908684,0.00001164112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004336557,0.0003377597,0.008753384,0.002172526,0.001066888,0.0001503685,0.005920984,0.01772661,0.9595349],"genre_scores_gemma":[0.01118466,0.0002162853,0.006581089,0.0002223849,0.0001388017,0.00004020497,0.00351044,0.003545712,0.9745603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5578855,"threshold_uncertainty_score":0.6306227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00306480248358396,"score_gpt":0.1655118413098835,"score_spread":0.1624470388262995,"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."}}