{"id":"W7106010119","doi":"10.7939/83148","title":"Optimization of phase change material integration in residential building envelopes in cold climates: energy and economic performance analysis","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermostat; Phase-change material; Building envelope; Thermal comfort; Energy (signal processing); Energy performance; Building energy simulation; Cooling load; Thermal; Thermal energy storage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004571973,0.0005912576,0.0004515684,0.0004523426,0.000403361,0.0008829731,0.0004709741,0.0003902698,0.001301511],"category_scores_gemma":[0.0005242495,0.0002447298,0.0005257282,0.0006076738,0.0002964524,0.0003592038,0.0003596816,0.0003251843,0.0001871717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001824792,"about_ca_system_score_gemma":0.001247151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0357292,"about_ca_topic_score_gemma":0.0710143,"domain_scores_codex":[0.9998059,0.0000246246,0.000004946299,0.00002200758,0.00006871688,0.00007373426],"domain_scores_gemma":[0.9998742,0.00004787146,0.00001907074,0.00001045494,0.00003702616,0.00001131496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002022652,0.000124129,0.005580286,0.0001166512,0.00002172373,0.00009324696,0.00003396577,0.9523939,0.02450753,0.0006536549,0.000248504,0.01602419],"study_design_scores_gemma":[0.00003168957,0.0006377154,0.01291662,0.00001720113,0.00007311056,0.00004714708,0.000243032,0.9483063,0.03593373,0.0003402109,0.001430421,0.00002281228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.985405,0.0002100419,0.008648236,0.00004394014,0.000008525474,0.00004129815,0.000195809,0.00005421642,0.005392945],"genre_scores_gemma":[0.9941508,0.0001418905,0.004628724,0.00000554018,0.000001032625,0.00001846903,0.0001247236,0.00001319768,0.0009156815],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0357292,"threshold_uncertainty_score":0.07104248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283711787145348,"score_gpt":0.2243056078986395,"score_spread":0.2114684900271861,"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."}}