{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001540624,0.0002333966,0.0003479793,0.0002539213,0.0005327619,0.0001143548,0.0002234161,0.0001211966,0.0005722422],"category_scores_gemma":[0.0004553457,0.0002345714,0.00004427121,0.0006425957,0.00008381988,0.0004294898,0.000280347,0.0001752163,0.00003620934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017702,"about_ca_system_score_gemma":0.00002767959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005236494,"about_ca_topic_score_gemma":0.000007067873,"domain_scores_codex":[0.9975151,0.00003792274,0.0005779896,0.0004565927,0.0008768813,0.0005354598],"domain_scores_gemma":[0.9990289,0.0001989796,0.000298755,0.0001342266,0.00006512402,0.0002739653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002102025,0.00007273001,0.7078601,0.00005013559,0.000009250905,9.361718e-7,0.008953305,0.01390421,0.2654257,0.0007831929,0.0004058933,0.002324396],"study_design_scores_gemma":[0.001144521,0.0009037234,0.925111,0.0001545217,0.00002860771,8.86108e-7,0.001365109,0.04690524,0.01514022,0.0008909976,0.007885237,0.0004699655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996985,0.00001031633,0.0009172476,0.0005735315,0.00004502945,0.0004412977,0.000009537134,0.0001498474,0.0008681942],"genre_scores_gemma":[0.9988888,0.000002675203,0.0006782857,0.00006550586,0.00005080006,0.00001052364,0.000005622516,0.00002833274,0.0002694434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2502854,"threshold_uncertainty_score":0.9565545,"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."}}