{"id":"W6889092340","doi":"10.25394/pgs.21657803","title":"Extension, Evaluation, and Validation of Load Based Testing for Residential and Commercial HVAC Equipment","year":2022,"lang":"en","type":"dissertation","venue":"Purdue e-Pubs (Purdue University System)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"HVAC; Economizer; Efficient energy use; Air conditioning; Unit testing; Electricity; Cooling load; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008664036,0.000248393,0.0003752362,0.0003253985,0.0003692822,0.00004792682,0.0001541359,0.0002216448,0.00003696376],"category_scores_gemma":[0.0001520424,0.0003243397,0.0000709794,0.0002919181,0.00002575313,0.0002180033,0.00004608454,0.0001695121,3.519488e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005127186,"about_ca_system_score_gemma":0.0002884443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003065571,"about_ca_topic_score_gemma":0.0001836376,"domain_scores_codex":[0.9984766,0.0001337612,0.0003410042,0.0003583235,0.0004902688,0.0002000385],"domain_scores_gemma":[0.998657,0.0001719014,0.0002580498,0.000231665,0.0006043643,0.00007701997],"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":[0.0009303058,0.0001044064,0.001246692,0.008842984,0.0004260149,0.00001850475,0.002483689,0.9646429,0.004331983,0.004187628,0.003136011,0.009648903],"study_design_scores_gemma":[0.005956835,0.0004050244,0.01591092,0.002351837,0.002043493,0.0000265806,0.007445232,0.9511331,0.008160526,0.0002525356,0.00487442,0.001439522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778786,0.00139645,0.01052888,0.00006585212,0.002400156,0.002347157,0.0002536141,0.0004126482,0.004716601],"genre_scores_gemma":[0.9940522,0.00003323345,0.002741183,0.000005689357,0.00009520571,0.00003426,0.002291894,0.00005735339,0.0006890186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01617352,"threshold_uncertainty_score":0.9999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736488109734984,"score_gpt":0.2268067803239687,"score_spread":0.2094418992266188,"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."}}