{"id":"W4406725987","doi":"10.3389/frsc.2024.1469803","title":"Sensitizing performance of air purifiers for the high-rise commercial buildings in urban core","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Environment and Protected Areas","funders":"","keywords":"Air purifier; Architectural engineering; Core (optical fiber); High rise; Engineering; Environmental science; Telecommunications; Mechanical engineering; Structural 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":[],"consensus_categories":[],"category_scores_codex":[0.0002539487,0.0001204694,0.0002132175,0.0003285232,0.0001118214,0.000017089,0.0001688715,0.00009658734,0.000001571838],"category_scores_gemma":[0.00003755854,0.0001151913,0.00003942025,0.0004664866,0.00009757044,0.0001747302,0.00003740066,0.0001558583,2.616997e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261454,"about_ca_system_score_gemma":0.00005054449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001771892,"about_ca_topic_score_gemma":0.00001972046,"domain_scores_codex":[0.9992515,0.00001276966,0.0002313066,0.0001106364,0.00007400276,0.0003197827],"domain_scores_gemma":[0.9996545,0.00007703864,0.00003240087,0.0001577854,0.00006420957,0.00001400482],"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":[0.00008387333,0.000008569847,0.02529148,0.0004811734,0.00002856968,0.000003040487,0.0009437555,0.9304833,0.000008703837,0.02185956,0.01819501,0.00261293],"study_design_scores_gemma":[0.001323338,0.00005550534,0.009515299,0.0002878825,0.00004028164,0.000001086311,0.02302401,0.9293622,0.00280287,0.004124201,0.02913312,0.0003301905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9126596,0.002109094,0.08244742,0.0001664281,0.001001396,0.0003785792,0.000004939959,0.00008456212,0.001148028],"genre_scores_gemma":[0.9925705,0.0002562375,0.004878925,0.0000652115,0.00003629234,0.00009058953,0.000008347155,0.00001836595,0.002075567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0799109,"threshold_uncertainty_score":0.4697366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004727630393618287,"score_gpt":0.1918513576426044,"score_spread":0.1871237272489861,"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."}}