{"id":"W2010351337","doi":"10.1191/1365782805li141oa","title":"Models of optical characteristics of barrel-vault skylights: development, validation and application","year":2005,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Skylight; Daylighting; Glazing; Illuminance; Luminance; Computer science; Daylight; Optics; Engineering; Architectural engineering; Artificial intelligence; Mechanical engineering; Civil engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003991488,0.0006629308,0.0005090573,0.0006950605,0.0003597097,0.001216977,0.001266262,0.001301847,0.001785863],"category_scores_gemma":[0.001207784,0.0005200687,0.001237313,0.0006982111,0.0004316772,0.0008752284,0.0005358388,0.0006484443,0.0006690067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379983,"about_ca_system_score_gemma":0.001248567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01401965,"about_ca_topic_score_gemma":0.01066378,"domain_scores_codex":[0.999724,0.00003324434,0.000009635412,0.0000402354,0.0001595077,0.000033474],"domain_scores_gemma":[0.9994088,0.0002123794,0.00005800534,0.0000606165,0.000227553,0.00003263616],"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":[0.00003279541,0.00004611682,0.00172239,0.00007691611,0.00001271828,0.00005082807,0.00009079768,0.9759694,0.006366774,0.001645564,0.0004970069,0.01348879],"study_design_scores_gemma":[0.000004942365,0.00001956688,0.0004659303,0.000009774289,0.000005037763,0.00002396162,0.00001653094,0.9956076,0.002692164,0.0002774142,0.0008672847,0.000009865127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2603807,0.0009778301,0.716055,0.0001674441,0.00008617047,0.0002702261,0.0009227035,0.002646416,0.01849337],"genre_scores_gemma":[0.9300025,0.0006737653,0.06235469,0.00003799515,0.00001062065,0.0001633909,0.0005722427,0.0002027746,0.005982041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01401965,"threshold_uncertainty_score":0.02787608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982717366841063,"score_gpt":0.3192120282514975,"score_spread":0.2893848545830869,"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."}}