{"id":"W2236806705","doi":"10.5555/2500004.2500006","title":"Evaluating the performance robustness of fixed and movable shading devices against diverse occupant behaviors","year":2013,"lang":"en","type":"article","venue":"Annual Simulation Symposium","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"HVAC; Robustness (evolution); Computer science; Energy performance; Occupancy; Architectural engineering; Probabilistic logic; Building envelope; Building automation; Building design; Efficient energy use; Building science; Simulation; Engineering; Artificial intelligence; Air conditioning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001447888,0.00009605462,0.00009615762,0.00004803604,0.0001453706,0.00003630816,0.00008488862,0.00005562712,0.00002300592],"category_scores_gemma":[0.000007772661,0.00007627074,0.00002140781,0.0001447848,0.00002605824,0.000533767,0.00003540302,0.00006676756,0.000002073963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001813679,"about_ca_system_score_gemma":0.000006653992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002568658,"about_ca_topic_score_gemma":0.000003246454,"domain_scores_codex":[0.9994152,0.0000205206,0.0001913574,0.0001023517,0.0001413508,0.000129247],"domain_scores_gemma":[0.9996093,0.00007435132,0.00005720427,0.0001186207,0.0001126458,0.00002787027],"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":[0.000003771125,0.000006221055,0.008030493,0.00002814896,0.00001087304,5.955368e-8,0.0004434402,0.9861594,0.00267007,0.00001616499,0.0000213385,0.002609992],"study_design_scores_gemma":[0.0001538422,0.00003011251,0.008217845,0.00003247792,0.0000193535,4.75164e-7,0.0002037625,0.9898648,0.001322443,0.000002079536,0.00005531219,0.00009746061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965744,0.00004642583,0.002790058,0.00002026247,0.0001524598,0.0001516358,0.000004027978,0.00008077706,0.0001799345],"genre_scores_gemma":[0.9989243,0.00002440948,0.000866394,0.00002233299,0.00004112647,0.00001931746,0.00001876541,0.0000139979,0.00006941111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003705409,"threshold_uncertainty_score":0.311023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236903415136479,"score_gpt":0.2752496393773194,"score_spread":0.2528806052259547,"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."}}