{"id":"W4387783451","doi":"10.1016/j.enbuild.2023.113664","title":"A cross-climate assessment of the visual and energy performance of flexible photochromic films for in-situ window retrofits","year":2023,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Ontario Ministry of Research, Innovation and Science; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Daylight; Glazing; Illuminance; Overheating (electricity); Building envelope; Photochromism; GLARE; Daylighting; Efficient energy use; Environmental science; Thermal mass; Materials science; Optics; Computer science; Thermal; Architectural engineering; Engineering; Meteorology; Composite material; Nanotechnology; Electrical engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005356079,0.0003251208,0.0001759235,0.0003055169,0.000264879,0.0004403768,0.0003040249,0.0004057925,0.001584854],"category_scores_gemma":[0.0003593106,0.0001179035,0.0003231548,0.0002796473,0.000177084,0.0003951549,0.0002620521,0.0002832586,0.0002085144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00030083,"about_ca_system_score_gemma":0.0001048124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605399,"about_ca_topic_score_gemma":0.002412347,"domain_scores_codex":[0.9997731,0.00003164437,0.000006971393,0.00004381188,0.0001080964,0.00003645997],"domain_scores_gemma":[0.9997209,0.00005778522,0.00003624773,0.00003336757,0.0001358381,0.00001587461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005605991,0.0001451502,0.002650109,0.00008247593,0.0000227004,0.00007102868,0.00005440129,0.004595381,0.9841948,0.0001196004,0.0001991095,0.007304778],"study_design_scores_gemma":[0.00001761534,0.00218813,0.03751726,0.00001279615,0.00005879984,0.0001143315,0.0001961294,0.009612815,0.9486798,0.00006130408,0.001519077,0.00002190125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959007,0.0001889584,0.001474244,0.00001030024,0.00001148182,0.0000148767,0.0002262954,0.00002828046,0.002144795],"genre_scores_gemma":[0.9978242,0.0001292767,0.0009214403,0.000008725459,0.000002568891,0.000008750209,0.0001178398,0.00001602591,0.0009711728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001605399,"threshold_uncertainty_score":0.005301893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006914857677362087,"score_gpt":0.2476667729423272,"score_spread":0.2407519152649651,"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."}}