{"id":"W4240393504","doi":"10.2172/1220958","title":"Long-Term Results from Evaluation of Advanced New Construction Packages in Test Homes: Lake Elsinore, Californi","year":2013,"lang":"en","type":"report","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermostat; Environmental science; Plenum space; Building envelope; Benchmark (surveying); Mode (computer interface); Envelope (radar); Term (time); Meteorology; Engineering; Thermal; Computer science; Geography; Mechanical engineering; Telecommunications; Physics","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":[0.002319919,0.0007134812,0.0004200758,0.0006622038,0.0005137784,0.0004736249,0.001025952,0.0003458879,0.001423195],"category_scores_gemma":[0.001711668,0.000293157,0.0004305737,0.0006809732,0.000552733,0.000441328,0.0005740583,0.0003569454,0.0004610944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002606694,"about_ca_system_score_gemma":0.0007996644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0320136,"about_ca_topic_score_gemma":0.0697664,"domain_scores_codex":[0.9984277,0.0003499919,0.00006056566,0.000161215,0.0008406573,0.0001598318],"domain_scores_gemma":[0.9976961,0.0003039447,0.0001730667,0.0002273427,0.001470263,0.0001292202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01472873,0.02164612,0.3975003,0.0008516974,0.0005482522,0.001313392,0.004662133,0.09163544,0.162214,0.0009049652,0.01257324,0.2914218],"study_design_scores_gemma":[0.001089621,0.06752851,0.6418593,0.00008386796,0.0006459246,0.0004760434,0.003950716,0.06115812,0.2045435,0.0002514112,0.01826806,0.0001448639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961759,0.00003305405,0.001167474,0.00001298457,0.000003352935,0.0001147413,0.0003533208,0.00007147859,0.002067765],"genre_scores_gemma":[0.9905198,0.00007574793,0.002868697,0.00001499726,0.000004133356,0.0001382166,0.001603644,0.00004741862,0.004727355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0320136,"threshold_uncertainty_score":0.06365448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605716420168982,"score_gpt":0.2642590505769668,"score_spread":0.238201886375277,"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."}}