{"id":"W7047922321","doi":"","title":"The Impact of ECM furnace motors on natural gas use and overall energy use during the heating season at CCHT research facility","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electricity; Air conditioning; Natural gas; Circulation (fluid dynamics); Electrical equipment; Energy (signal processing); Forced-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":[],"consensus_categories":[],"category_scores_codex":[0.0001882908,0.0001447857,0.0001393514,0.00001910483,0.0006337975,0.0001572424,0.0001914995,0.0000174504,0.0001057654],"category_scores_gemma":[0.0000218613,0.00008074742,0.0001197367,0.0001077796,0.0001504829,0.0001789725,0.0001988767,0.0003058038,0.000005716608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139378,"about_ca_system_score_gemma":0.00001739237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001170681,"about_ca_topic_score_gemma":0.000009345202,"domain_scores_codex":[0.9987606,0.0001627154,0.0001666505,0.0002157131,0.0002992334,0.000395103],"domain_scores_gemma":[0.998948,0.0004056756,0.0000833834,0.0003974477,0.00008381186,0.00008161947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009109926,0.0007464584,0.5957829,0.00003550972,0.0008605024,0.00000750474,0.004446193,0.003806144,0.2148043,0.0384546,0.008132079,0.1320128],"study_design_scores_gemma":[0.003295925,0.0009088915,0.8317979,0.0001702858,0.00005137704,0.000005288862,0.001295623,0.08698262,0.02933395,0.04157785,0.003590188,0.0009900699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979302,0.00004882843,0.00001416418,0.0001150697,0.00003070554,0.0001164372,0.00007409875,0.000007507914,0.001662969],"genre_scores_gemma":[0.9981799,0.00002296314,0.00002183562,0.000008540758,0.0001197842,0.0000133216,0.00000542107,0.00001093959,0.001617336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.236015,"threshold_uncertainty_score":0.4874722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029475096701682,"score_gpt":0.2648422352918285,"score_spread":0.2353671385901465,"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."}}