{"id":"W4386432352","doi":"10.1007/978-981-19-9822-5_9","title":"Energy-Saving Potential of Thermochromic Glazing in a Cold Climate","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Glazing; Transmittance; Materials science; Building envelope; Thermochromism; Building energy simulation; Thermal; Optics; Hysteresis; Solar gain; Cooling load; Optoelectronics; Efficient energy use; Composite material; Environmental science; Energy performance; Thermodynamics; Mechanical engineering; Electrical engineering; Air conditioning; Engineering; Chemistry; Physics","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":[0.0000642344,0.0003762489,0.0002962637,0.0002069607,0.0002195965,0.00072832,0.0002852597,0.0003452566,0.008109744],"category_scores_gemma":[0.00004724568,0.0001162007,0.0004410315,0.0003862515,0.0002840472,0.0005109639,0.0002681561,0.0004958105,0.0009968883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002176502,"about_ca_system_score_gemma":0.0001591641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006510268,"about_ca_topic_score_gemma":0.001934474,"domain_scores_codex":[0.9999647,0.000004685655,6.372189e-7,0.000005821802,0.00001669238,0.000007541217],"domain_scores_gemma":[0.9999839,0.000008061647,0.000001191413,0.000002013074,0.000003561146,0.000001305209],"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":[0.0002879282,0.0001442294,0.0006386664,0.001302744,0.00006917102,0.0004689484,0.000324894,0.05602332,0.2564284,0.1815756,0.0273981,0.475338],"study_design_scores_gemma":[0.00003769197,0.00049706,0.006599255,0.0006085993,0.0001591337,0.00131545,0.0005894048,0.05737383,0.2272896,0.1341342,0.5713076,0.00008814523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1099153,0.06532183,0.1085638,0.002025523,0.001127923,0.00004457849,0.0003710397,0.0004984736,0.7121316],"genre_scores_gemma":[0.5721663,0.03281698,0.02119849,0.0004450726,0.0003164749,0.00003237493,0.000230969,0.0001872304,0.3726061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008109744,"threshold_uncertainty_score":0.02712983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003443724176260978,"score_gpt":0.1436775730867992,"score_spread":0.1402338489105382,"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."}}