{"id":"W7113081895","doi":"","title":"D7.7 - Demonstrations report","year":2025,"lang":"en","type":"report","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Deliverable; Adaptability; Efficient energy use; Greenhouse gas; Energy consumption; Scalability; Renewable energy; Implementation; Building management system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005826306,0.001044889,0.000458319,0.0008574471,0.00144907,0.002591831,0.002262194,0.002280327,0.07287952],"category_scores_gemma":[0.00557919,0.0004569007,0.001015238,0.0004425712,0.0006307356,0.001788097,0.003760757,0.002663948,0.03397843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801679,"about_ca_system_score_gemma":0.002760515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007437182,"about_ca_topic_score_gemma":0.007864408,"domain_scores_codex":[0.9964859,0.0006344179,0.00008800122,0.0003117169,0.001877932,0.0006019897],"domain_scores_gemma":[0.9968538,0.0003743883,0.0001103406,0.0004319493,0.001492087,0.0007374692],"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":[0.001689962,0.003001283,0.003119902,0.0009437798,0.00008847201,0.00184688,0.0006692982,0.01240077,0.02960227,0.02911968,0.766659,0.1508588],"study_design_scores_gemma":[0.0002835094,0.002239321,0.003997989,0.0001574599,0.00002095025,0.0004577467,0.0004232725,0.004686921,0.01712849,0.004745705,0.9657789,0.00007969366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09387685,0.002699151,0.08123677,0.01079149,0.004834478,0.006985037,0.03504337,0.01508908,0.7494438],"genre_scores_gemma":[0.3232033,0.002367486,0.06487695,0.003004015,0.0007869133,0.005794968,0.05327979,0.003648308,0.5430383],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07287952,"threshold_uncertainty_score":0.2438063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009117595666979294,"score_gpt":0.2133977812604885,"score_spread":0.2042801855935092,"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."}}