{"id":"W7117314927","doi":"10.1016/j.jobe.2025.115103","title":"Adjustments of existing analytical methods for estimating the effective thermal resistance of clear masonry cavity walls","year":2025,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Read Jones Christoffersen (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Masonry; Thermal resistance; Thermal; Bridging (networking); Isothermal process; Finite element method; Building envelope; Envelope (radar); Path (computing)","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":[],"consensus_categories":[],"category_scores_codex":[0.001020519,0.0001285736,0.0003370793,0.0001727592,0.00004616038,0.00001433103,0.0002126602,0.00007320748,0.000001514524],"category_scores_gemma":[0.0005143386,0.0001041309,0.0001525649,0.0002984627,0.00002282263,0.0001167856,0.00003226391,0.0002296501,1.363736e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009104655,"about_ca_system_score_gemma":0.00002153687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002388156,"about_ca_topic_score_gemma":3.443976e-7,"domain_scores_codex":[0.9990723,0.00003902379,0.0005165556,0.00008003799,0.0001246068,0.0001674763],"domain_scores_gemma":[0.9987222,0.0007647395,0.0002076357,0.0001378408,0.000137555,0.00003004347],"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":[0.00004052727,0.00001188777,0.00009786514,0.0004502459,0.0001977245,7.886125e-7,0.00008607526,0.9635584,0.02555595,0.001885731,0.00003493272,0.008079861],"study_design_scores_gemma":[0.0003061702,0.00003843843,0.0006677865,0.0007267649,0.00009495948,0.000003611867,0.00001840625,0.9557044,0.04195945,0.0001781078,0.0002181741,0.00008376302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2063687,0.0007826748,0.7920977,0.00001760853,0.0004585467,0.0001040629,0.000001753255,0.00002855668,0.0001404281],"genre_scores_gemma":[0.5280321,0.00001018174,0.4718557,0.000003768747,0.00005957366,0.00000561011,3.231149e-7,0.00001684506,0.00001586492],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3216634,"threshold_uncertainty_score":0.4246336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152505551635564,"score_gpt":0.3157665625964447,"score_spread":0.3005160074328883,"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."}}