{"id":"W2123256252","doi":"10.1016/j.rser.2012.01.078","title":"A comprehensive review of solar facades. Opaque solar facades","year":2012,"lang":"en","type":"review","venue":"Renewable and Sustainable Energy Reviews","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":175,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Architectural engineering; Architecture; Shading; Passive solar building design; Solar energy; Engineering; Low-energy house; Daylighting; Environmental science; Meteorology; Civil engineering; Geography; Computer science; Electrical engineering; Computer graphics (images)","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001112329,0.001278147,0.006487645,0.0005077289,0.0001974887,0.0000732527,0.0007864504,0.001152389,0.00008842892],"category_scores_gemma":[0.0001619259,0.0009765644,0.001035955,0.001184951,0.0001573222,0.0004080044,0.0004567887,0.0006984624,0.00002186856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002581053,"about_ca_system_score_gemma":0.0001906948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007998502,"about_ca_topic_score_gemma":0.00001410213,"domain_scores_codex":[0.9949079,0.0004196746,0.00227376,0.0006756947,0.0003335582,0.001389473],"domain_scores_gemma":[0.9973164,0.0001880665,0.0007869899,0.001215597,0.0002239369,0.0002689762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.340502e-7,0.00001480457,7.615601e-7,0.451013,0.0002156586,0.00002066978,0.00001122462,0.00003616007,0.000001867199,0.001442903,0.005436968,0.5418054],"study_design_scores_gemma":[0.00009919889,0.00003925984,1.380856e-7,0.1050209,0.001040771,0.0001225917,0.0001131454,0.00001636184,0.00004403311,0.0001413503,0.8925228,0.0008394599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.495078e-7,0.9934294,0.001075286,0.00001183093,0.0002500869,0.001225717,0.00002945235,0.0003744922,0.003603343],"genre_scores_gemma":[0.000006890808,0.9931874,0.0003488789,0.00008876556,0.0002279826,0.0009119201,0.000164888,0.0002032296,0.004859999],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8870858,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03880166175360715,"score_gpt":0.2724623106467005,"score_spread":0.2336606488930933,"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."}}