{"id":"W4416673011","doi":"10.3390/buildings15234247","title":"Comprehensive Energy Retrofit of a 1950s Office Building in Algeria: Toward 2030 Efficiency Goals in Mediterranean Climates","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Retrofitting; Renewable energy; Building envelope; Energy consumption; Efficient energy use; HVAC; Energy performance; Photovoltaic system; Electricity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001865221,0.0002397533,0.0004393569,0.0006685494,0.00003545804,0.00002734651,0.0003208051,0.0001985434,0.00002771927],"category_scores_gemma":[0.00005218196,0.0002656585,0.00007440279,0.001243393,0.00005859405,0.0001694842,0.00009501925,0.0002098009,7.42154e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379488,"about_ca_system_score_gemma":0.00003407485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000479322,"about_ca_topic_score_gemma":0.00005702629,"domain_scores_codex":[0.9984834,0.00003827068,0.0005960573,0.0003053839,0.0001824726,0.0003943685],"domain_scores_gemma":[0.9994091,0.0001653116,0.00008108119,0.0002406874,0.00005969742,0.00004410126],"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":[0.00007799747,0.00008056396,0.003641297,0.0003444474,0.00004270672,0.00001769874,0.0005976042,0.9077284,0.05850014,0.02318188,0.0004753876,0.005311826],"study_design_scores_gemma":[0.003901419,0.0001493923,0.01482587,0.002224737,0.00006127488,0.00001745836,0.0005022563,0.7897511,0.1679308,0.00349623,0.01594622,0.001193264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700571,0.002080987,0.0249616,0.0001474861,0.0006137785,0.0001316478,0.000006316365,0.000209951,0.00179118],"genre_scores_gemma":[0.994398,0.0004399935,0.004871635,0.0001279788,0.0000394765,0.0000314584,0.00001496943,0.00003190486,0.00004458158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1179774,"threshold_uncertainty_score":0.9999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065936563009654,"score_gpt":0.2354688200701923,"score_spread":0.2248094544400957,"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."}}