{"id":"W1763577525","doi":"10.3390/buildings5041171","title":"Improving Occupant Wellness in Commercial Office Buildings through Energy Conservation Retrofits","year":2015,"lang":"en","type":"article","venue":"Buildings","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural engineering; Energy conservation; Engineering; Environmental science; Electrical engineering","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":[0.0006158677,0.0003490505,0.0003928397,0.0002397751,0.00009568833,0.0001418557,0.0003670957,0.0002072419,0.00002015345],"category_scores_gemma":[0.0001762334,0.0003823531,0.00007449997,0.0007372415,0.00005865167,0.0006233277,0.0001162537,0.0003048786,0.00001498396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006571118,"about_ca_system_score_gemma":0.0001667885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002941599,"about_ca_topic_score_gemma":0.00008972413,"domain_scores_codex":[0.9979336,0.00006335414,0.0005037723,0.0004081492,0.000400927,0.0006901628],"domain_scores_gemma":[0.9991406,0.0001215366,0.0001075947,0.0003217474,0.000139333,0.0001691556],"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":[0.0009465148,0.0006633624,0.04381374,0.001291599,0.0003035307,0.0006705683,0.01050051,0.1200232,0.08399756,0.2147961,0.3858137,0.1371797],"study_design_scores_gemma":[0.007453132,0.0003923138,0.007847437,0.0006023548,0.0001263764,0.0001053772,0.004718039,0.1524042,0.1524684,0.007938457,0.6628727,0.003071233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8595524,0.0006127999,0.1344307,0.0004227942,0.001001896,0.0002580746,0.000006476254,0.0006379557,0.00307685],"genre_scores_gemma":[0.9907325,0.00005074787,0.00791986,0.0006508927,0.0002491163,0.00005895724,0.00001906012,0.00008629475,0.0002325962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.277059,"threshold_uncertainty_score":0.9998628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305947825403437,"score_gpt":0.2473519255397313,"score_spread":0.2242924472856969,"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."}}