{"id":"W1980044446","doi":"10.1177/1477153508094651","title":"Using digital cameras as quasi-spectral radiometers to study complex fenestration systems (Discussion letter)","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiance; Radiometer; Remote sensing; Spectroradiometer; Computer science; Optics; Spectral power distribution; Environmental science; Physics; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005425838,0.0001319553,0.0001382083,0.0001271492,0.00008797305,0.0001608661,0.0000949089,0.00004253345,0.00001971429],"category_scores_gemma":[0.000005052253,0.0001089767,0.00003170045,0.0002581284,0.000006421194,0.0002474966,0.000008505088,0.0000721161,0.000005831613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009754387,"about_ca_system_score_gemma":0.000007633951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001177858,"about_ca_topic_score_gemma":0.000001937512,"domain_scores_codex":[0.9992847,0.00001900503,0.0001828729,0.0001543468,0.0001720792,0.000186922],"domain_scores_gemma":[0.9997224,0.000006944771,0.00002225607,0.0001566999,0.00001569625,0.00007606461],"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":[0.00001225106,0.00008634797,0.0004523937,0.000005475963,0.0000207751,0.000009907983,0.0003108286,0.9638572,0.0282376,0.0003946862,0.000392195,0.006220391],"study_design_scores_gemma":[0.0006357252,0.0005827755,0.004112515,0.00005442397,0.00003218767,0.00004315849,0.0003473997,0.9897094,0.001999818,0.0005067755,0.001479601,0.0004961988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858232,0.0000137821,0.1116601,0.0001654689,0.0002888552,0.0002259923,0.000002373647,0.0002642684,0.001555941],"genre_scores_gemma":[0.9965885,0.000001293387,0.00309114,0.00008326594,0.0001543769,0.000007507216,0.00001675035,0.00001939695,0.00003782326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1107652,"threshold_uncertainty_score":0.4443943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690470383877007,"score_gpt":0.2568449410550711,"score_spread":0.229940237216301,"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."}}