{"id":"W4392628926","doi":"10.26868/25222708.2023.1615","title":"Simulating human response to actual light exposure: Comparison of room and human-centric standards","year":2023,"lang":"en","type":"article","venue":"Building Simulation Conference proceedings","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008399,0.0003624589,0.0002112588,0.0002368842,0.0001763793,0.0005866773,0.0004511973,0.000421711,0.001796076],"category_scores_gemma":[0.003320764,0.0001507634,0.0003535225,0.0002117488,0.0003950376,0.0003306993,0.0004969524,0.0002552854,0.0001877013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004563794,"about_ca_system_score_gemma":0.0005193551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00881155,"about_ca_topic_score_gemma":0.008343488,"domain_scores_codex":[0.9992569,0.0004075838,0.00003502757,0.00009771596,0.0001285913,0.00007405633],"domain_scores_gemma":[0.9982626,0.001127278,0.00008650355,0.0002522148,0.0001862355,0.00008516868],"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":[0.008797735,0.004877846,0.1368642,0.0009243889,0.000408458,0.0004032677,0.006542949,0.5610487,0.1611582,0.003868053,0.001459124,0.113647],"study_design_scores_gemma":[0.0009788567,0.03875156,0.3498483,0.0001325554,0.0003749533,0.0004097757,0.007198932,0.5077358,0.08187189,0.003383128,0.009051144,0.0002629792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907075,0.00001866536,0.007222474,0.0000215493,0.00001210236,0.0001057724,0.0001322528,0.00005393352,0.001725753],"genre_scores_gemma":[0.9964274,0.00002684785,0.002975388,0.00001187996,0.000002264794,0.00008501129,0.0001199285,0.000008254649,0.0003431733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00881155,"threshold_uncertainty_score":0.01752055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04552799510477033,"score_gpt":0.3645582115378107,"score_spread":0.3190302164330404,"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."}}