{"id":"W7001377120","doi":"","title":"Key findings from a online survey on the use of daylight simulation programs","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Natural Resources Canada; National Research Council Canada; Deutscher Akademischer Austauschdienst","keywords":"Daylighting; Daylight; Software; Key (lock); Building design; Work (physics); Quality (philosophy); Simulation 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006505333,0.0002769315,0.0004211142,0.001679618,0.0005432558,0.001366626,0.0005888111,0.0009252447,0.004186371],"category_scores_gemma":[0.03387608,0.0003211241,0.0004210161,0.001520944,0.0007116279,0.002253206,0.001779754,0.001128315,0.0009913306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006905072,"about_ca_system_score_gemma":0.001006561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002442112,"about_ca_topic_score_gemma":0.002716955,"domain_scores_codex":[0.9939145,0.002755823,0.0008470481,0.0004069375,0.001393448,0.0006822092],"domain_scores_gemma":[0.9465974,0.03439374,0.009595968,0.001498855,0.005588606,0.002325509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001923153,0.0006150762,0.8816297,0.00115697,0.00006642803,0.0004397372,0.04426673,0.0002791813,0.001408481,0.0004139449,0.007351973,0.06217949],"study_design_scores_gemma":[0.00000923995,0.0004069847,0.9108285,0.0004891175,0.00003418757,0.0003345024,0.07381172,0.0005535161,0.0004924953,0.0001297383,0.01286882,0.00004117863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916803,0.0002375924,0.000892242,0.001139038,0.00002695366,0.0001793324,0.001452763,0.00005567874,0.004336155],"genre_scores_gemma":[0.9944062,0.0007021215,0.001196532,0.000891887,0.0000280004,0.0004821896,0.001036566,0.0000265144,0.001229946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006505333,"threshold_uncertainty_score":0.03440386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06286500646880665,"score_gpt":0.238511778628462,"score_spread":0.1756467721596553,"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."}}