{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007807422,0.001168774,0.0004411049,0.001756261,0.0005315804,0.0009509239,0.00288507,0.001079351,0.00210322],"category_scores_gemma":[0.0120612,0.0003016074,0.0006697419,0.0009031086,0.0008368439,0.001165088,0.001099545,0.0005336506,0.0007755306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250854,"about_ca_system_score_gemma":0.001071136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002243136,"about_ca_topic_score_gemma":0.002393535,"domain_scores_codex":[0.9913652,0.002572532,0.0005366817,0.0008414128,0.004377381,0.0003068147],"domain_scores_gemma":[0.9882689,0.002947042,0.0009009172,0.002359083,0.005243735,0.0002802981],"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":[0.001659917,0.005799615,0.08446774,0.00191957,0.0002546748,0.0005056847,0.001780686,0.07178062,0.4182898,0.003604746,0.00322673,0.4067103],"study_design_scores_gemma":[0.0003792221,0.01383697,0.1217286,0.0004124457,0.0003022629,0.0009920484,0.0009094559,0.1693235,0.6686479,0.001376717,0.02188887,0.0002019282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7765082,0.0006312752,0.2091137,0.0001322998,0.0001718787,0.002619968,0.00131288,0.002285149,0.007224627],"genre_scores_gemma":[0.9288287,0.000231262,0.06586597,0.00009044336,0.00003067608,0.0009062248,0.001619638,0.0001768665,0.002250337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007807422,"threshold_uncertainty_score":0.04129004,"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."}}