{"id":"W3039133716","doi":"10.1080/00038628.2020.1785383","title":"Spatial representations of melanopic light in architecture","year":2020,"lang":"en","type":"article","venue":"Architectural Science Review","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canada First Research Excellence Fund","keywords":"Computer science; Representation (politics); Architecture; Dominance (genetics); Human–computer interaction; Key (lock); Constellation; Architectural engineering; Computer graphics (images); Geography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005368208,0.0001359691,0.0002893314,0.00005354453,0.0001003241,0.00001059152,0.0005609181,0.00002223399,0.001836748],"category_scores_gemma":[0.0002513044,0.00009803402,0.00007397819,0.001105325,0.0004763861,0.0001730817,0.0002532861,0.0001975299,0.0002123304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009226561,"about_ca_system_score_gemma":0.00004668856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000499225,"about_ca_topic_score_gemma":0.0001839653,"domain_scores_codex":[0.9980478,0.00008620627,0.0003937487,0.0003904842,0.0006179026,0.0004638226],"domain_scores_gemma":[0.9992419,0.000043211,0.0001394636,0.000260157,0.00000414239,0.0003111641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003990029,0.0001333782,0.41755,0.001206396,0.000007455597,0.00002216086,0.005319819,0.0008298555,0.08369396,0.0003099709,0.0006037229,0.4902834],"study_design_scores_gemma":[0.0003796096,0.00029493,0.9695392,0.0006370058,0.00002178473,0.00002648873,0.00003277014,0.0002519311,0.006970958,0.0008740529,0.02063842,0.000332868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8831971,0.004154751,0.0006935764,0.088425,0.00008880595,0.001192403,0.00000599451,0.00004510301,0.02219726],"genre_scores_gemma":[0.994,0.001693547,0.001337472,0.002884588,0.00003207126,0.00001201244,0.000002098912,0.000006580874,0.00003159124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5519892,"threshold_uncertainty_score":0.9990757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804341174899108,"score_gpt":0.288572593397437,"score_spread":0.2705291816484459,"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."}}