{"id":"W2324568514","doi":"10.18086/swc.2011.13.02","title":"Optimization of Net-Zero Energy Solar Communities: Effect of Uncertainty due to Occupant Factors","year":2011,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zero-energy building; Zero (linguistics); Solar energy; Net (polyhedron); Energy (signal processing); Zero-point energy; Computer science; Environmental science; Mathematical optimization; Engineering; Electrical engineering; Mathematics; Physics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.00009063635,0.0001261647,0.0002256869,0.0001177668,0.00002898539,0.000004379182,0.0001559334,0.00008103387,0.000195056],"category_scores_gemma":[0.000009423566,0.0001054158,0.00005116914,0.0001864597,0.0000231176,0.0000862517,0.00003353992,0.0000497746,2.987942e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002083038,"about_ca_system_score_gemma":0.000007312799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776246,"about_ca_topic_score_gemma":0.0001121094,"domain_scores_codex":[0.9994649,0.00004289808,0.0002194133,0.0000608417,0.00008823224,0.0001237167],"domain_scores_gemma":[0.999563,0.00007153935,0.00004041947,0.0002371776,0.0000439295,0.00004396057],"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":[0.00002777853,0.0000151434,0.0008242456,0.00004139104,0.00004068281,2.699489e-7,0.0006007553,0.9962392,0.0001704056,0.001320492,0.0001067349,0.0006129299],"study_design_scores_gemma":[0.0002296399,0.0002490826,0.0002391411,0.00004735402,0.00002577596,0.000001093211,0.0001243263,0.8971344,0.101631,0.00004949889,0.0001069914,0.0001616653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3038059,0.00002558716,0.6922489,0.000001013755,0.0001312198,0.00005610955,0.000006066257,0.0001225455,0.003602597],"genre_scores_gemma":[0.9932709,0.00002959683,0.006559255,0.00001404052,0.000006206084,0.000009340357,0.00004732736,0.00002167909,0.00004160954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.689465,"threshold_uncertainty_score":0.4298731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317150817819227,"score_gpt":0.1948596825272443,"score_spread":0.1816881743490521,"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."}}