{"id":"W7065579001","doi":"","title":"Energy Efficient Ventilation for Maintaining Indoor Air Quality in Large Buildings","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indoor air quality; Ventilation (architecture); Energy recovery ventilation; Air quality index; Efficient energy use; Indoor air","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008953367,0.0001012739,0.0001623999,0.00007359501,0.00009398877,0.00003122344,0.0001517162,0.00006693942,0.001341056],"category_scores_gemma":[0.00002743775,0.00009983176,0.00005073412,0.000142949,0.00002730694,0.00007386407,0.00002140377,0.0000697184,0.0000173947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186286,"about_ca_system_score_gemma":0.00003528718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005914488,"about_ca_topic_score_gemma":0.00007150669,"domain_scores_codex":[0.9988287,0.00006435633,0.0002610227,0.0002710833,0.0001646446,0.0004101946],"domain_scores_gemma":[0.9996508,0.00005147109,0.00006567379,0.0001624879,0.0000269443,0.00004257308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001520462,0.0001021013,0.0004034764,0.000007503101,0.000001272341,0.000001086104,0.0001864228,0.0000980784,0.9317505,0.06316596,0.0002615963,0.003870001],"study_design_scores_gemma":[0.0004629703,0.0001307446,0.001566191,0.00002733262,0.000003286396,0.000001205176,0.00003024604,0.002141159,0.9678562,0.01600671,0.01162692,0.0001470362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633802,0.00002021194,0.03083212,0.0002475677,0.00005691267,0.000177314,0.00001292433,0.0001648317,0.005107895],"genre_scores_gemma":[0.9867054,0.000008478848,0.01237867,0.0003625189,0.00005689932,0.00008878559,0.0000110894,0.00001379782,0.0003743103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04715925,"threshold_uncertainty_score":0.9995719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194002869917855,"score_gpt":0.3008762150229044,"score_spread":0.2889361863237259,"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."}}