{"id":"W7001880163","doi":"","title":"Making buildings responsive to peak energy demand","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Fractal and DNA sequence analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermostat; Peak demand; Ventilation (architecture); Demand response; Energy (signal processing); Energy demand; Energy consumption; Energy conservation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007809896,0.00009204372,0.00009435233,0.00005312658,0.00006130515,0.00002262621,0.0001391189,0.00006981179,0.0000593316],"category_scores_gemma":[0.00007846358,0.00008423952,0.00007375429,0.0001271214,0.00001922802,0.000003025204,0.00004584777,0.00002632022,0.0000184251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009454385,"about_ca_system_score_gemma":0.00002301192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008469174,"about_ca_topic_score_gemma":0.00001492054,"domain_scores_codex":[0.9993441,0.00002420266,0.0001031825,0.0002470128,0.00009440412,0.0001871296],"domain_scores_gemma":[0.9996234,0.000005614733,0.00003145533,0.0002115571,0.00005518951,0.00007284495],"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":[0.00008684738,0.00002098782,0.00005220972,9.161852e-7,0.00001542881,0.00001058346,0.00003023506,0.00004099326,0.9631253,0.001148709,0.006098382,0.02936938],"study_design_scores_gemma":[0.0001806778,0.0004197589,0.001487287,0.00001611213,0.00002380876,0.00001664741,0.00005373076,0.00005960116,0.6998425,0.005110339,0.2925556,0.0002339481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651379,0.0002015343,0.006661972,0.002426186,0.00003900568,0.00004013482,0.000003682104,0.00001513149,0.02547444],"genre_scores_gemma":[0.9905005,0.00004273519,0.002305232,0.004971387,0.0001649194,0.000004259727,0.00001474358,0.000006611707,0.001989588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2864572,"threshold_uncertainty_score":0.3435188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149325016900165,"score_gpt":0.270740712694075,"score_spread":0.2592474625250734,"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."}}