{"id":"W4317402044","doi":"10.3390/en16031058","title":"Energy and Thermal Performance Analysis of PCM-Incorporated Glazing Units Combined with Passive and Active Techniques: A Review Study","year":2023,"lang":"en","type":"review","venue":"Energies","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Glazing; Architectural engineering; Facade; Building envelope; Passive solar building design; Solar gain; Phase-change material; Passive cooling; Photovoltaic system; Thermal comfort; Curtain wall; Opacity; Laminated glass; Skylight; Building design; Engineering; Mechanical engineering; Environmental science; Structural engineering; Thermal; Civil engineering; Solar energy; Materials science; Phase change; Engineering physics; Meteorology; Optics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005661573,0.000832135,0.001608201,0.002745525,0.0002280898,0.00104307,0.0006466894,0.0007438939,0.002415097],"category_scores_gemma":[0.0005346246,0.0003854305,0.001334119,0.003444207,0.0002361698,0.0009965621,0.0003641605,0.0005019239,0.0006498964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002861993,"about_ca_system_score_gemma":0.0006928626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064792,"about_ca_topic_score_gemma":0.001267564,"domain_scores_codex":[0.9996829,0.00004273036,0.00005792996,0.00007449969,0.0001210177,0.00002105722],"domain_scores_gemma":[0.9995827,0.0001894145,0.0000864782,0.0000123215,0.0001164624,0.0000125907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002691103,0.0004110382,0.001661189,0.1368555,0.0007014637,0.0005412258,0.0002721901,0.00309311,0.02692706,0.003775766,0.01031945,0.8151729],"study_design_scores_gemma":[0.00002684674,0.001473262,0.01031254,0.01405878,0.002341083,0.003133322,0.0004834621,0.002098688,0.02468233,0.001693784,0.9395813,0.0001146544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002270247,0.9957395,0.000406555,0.00005664479,0.00006938855,0.0000122279,0.00005103005,0.000005618053,0.001388757],"genre_scores_gemma":[0.009993282,0.9882522,0.0006220138,0.00007631646,0.0001018018,0.00001606206,0.000082072,0.000003910924,0.0008523634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002745525,"threshold_uncertainty_score":0.00807929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430291806141418,"score_gpt":0.2487098611745443,"score_spread":0.2244069431131301,"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."}}