{"id":"W1604353696","doi":"10.1080/01998590909509182","title":"Energy Conservation Opportunities in Industrial Ventilation Systems","year":2009,"lang":"en","type":"article","venue":"Energy Engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy conservation; Ventilation (architecture); Audit; Payback period; Engineering; Efficient energy use; Environmental science; Architectural engineering; Environmental economics; Business; Mechanical engineering; Production (economics); Electrical engineering; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004762795,0.0002776908,0.0003275681,0.0005405933,0.0007436717,0.001185289,0.0004463932,0.0003700148,0.00463935],"category_scores_gemma":[0.0007778224,0.000178305,0.0002596242,0.0007534017,0.0005011879,0.0009383556,0.0006347271,0.0002778762,0.0002129537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039791,"about_ca_system_score_gemma":0.0004998556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003425729,"about_ca_topic_score_gemma":0.003170941,"domain_scores_codex":[0.9995857,0.0001036253,0.00001564344,0.00004480829,0.0001585492,0.00009172222],"domain_scores_gemma":[0.9996475,0.0001736193,0.00003813525,0.00003938243,0.00008257278,0.00001874231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003985425,0.0003092185,0.01373534,0.0005592713,0.00008307555,0.0006947086,0.0004881997,0.4889544,0.03589803,0.1595993,0.002957727,0.2963223],"study_design_scores_gemma":[0.00008337542,0.0004632997,0.01910308,0.0001580152,0.00006045109,0.0006587081,0.0007984497,0.769811,0.04343151,0.1190095,0.04635429,0.00006833316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5915884,0.006316594,0.2812852,0.001463127,0.00008668394,0.0001655341,0.0001780063,0.0005617768,0.1183546],"genre_scores_gemma":[0.9917558,0.000291224,0.005801883,0.00001457034,0.000010517,0.00001654413,0.00003191511,0.00001444664,0.002063103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00463935,"threshold_uncertainty_score":0.01552022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676667865841591,"score_gpt":0.1759866602427278,"score_spread":0.1492199815843119,"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."}}