{"id":"W7049236243","doi":"","title":"A New software tool for predicting skylight performance","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Office of Energy Efficiency; Natural Resources Canada; National Research Council Canada; China Electronics Technology Group Corporation; Public Works and Government Services Canada","keywords":"Skylight; Software; Software tool; Computer software","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00007113612,0.0000893826,0.00008631708,0.00002402975,0.00005165301,0.00001943786,0.00006515587,0.00004539825,0.0001206881],"category_scores_gemma":[0.00003625782,0.00008750321,0.00003564346,0.00005508217,0.000004065437,0.00009232251,0.000006333958,0.00006253883,0.00002324955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002096797,"about_ca_system_score_gemma":0.00001816351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000105079,"about_ca_topic_score_gemma":0.000001482862,"domain_scores_codex":[0.9995409,0.000002691662,0.00009965257,0.000094155,0.00004384076,0.0002187285],"domain_scores_gemma":[0.9997901,0.00003716727,0.00001064693,0.0001006489,0.00001464207,0.00004674374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005150724,0.00004242587,0.0043371,0.00112253,0.0001456158,0.000007019878,0.003431512,0.03798839,0.7290628,0.002138006,0.1094689,0.1122042],"study_design_scores_gemma":[0.000911247,0.00009407485,0.0002251121,0.0001156474,0.00002821798,0.00003894884,0.00007143609,0.08162675,0.7347139,0.003192895,0.1785543,0.0004274736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7607501,0.0002640924,0.2267138,0.00001315523,0.0004765592,0.000408433,0.00001601676,0.0004810807,0.01087685],"genre_scores_gemma":[0.9006651,0.00004744501,0.09785731,0.00003759865,0.0001188021,0.00005501386,0.000006545576,0.00003562499,0.001176584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139915,"threshold_uncertainty_score":0.3568277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008766594012125088,"score_gpt":0.1995181332660592,"score_spread":0.1907515392539341,"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."}}