{"id":"W4405080052","doi":"10.1007/978-981-97-8313-7_52","title":"A Hygrothermal Modelling Case Study of a Prefabricated Exterior Energy Retrofit","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Architectural engineering; Civil engineering; Environmental science; 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":[0.0004403241,0.0009757144,0.0007957087,0.0005440291,0.0009849051,0.001510829,0.001520346,0.002940599,0.007000818],"category_scores_gemma":[0.0008058539,0.0005709295,0.0009802656,0.0006689685,0.0008921097,0.0007899728,0.0006978838,0.0008593177,0.0007836083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006327719,"about_ca_system_score_gemma":0.0005660577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378835,"about_ca_topic_score_gemma":0.01433786,"domain_scores_codex":[0.999727,0.00008737144,0.00001199515,0.00003905958,0.00009122447,0.00004338101],"domain_scores_gemma":[0.9995552,0.0002730361,0.00002458722,0.00005263558,0.0000586301,0.00003598003],"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":[0.0002084016,0.0002433921,0.001877136,0.00009755056,0.00002213275,0.002375795,0.0003487224,0.977194,0.007959933,0.001805545,0.0007445574,0.007122897],"study_design_scores_gemma":[0.00008933974,0.0004524972,0.003308287,0.00002694924,0.00004089066,0.0004552404,0.0006491538,0.9837068,0.006212968,0.001048503,0.003962589,0.00004680003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926556,0.0002414247,0.03867735,0.0003031796,0.0000669667,0.000154049,0.0006707607,0.0004617297,0.03286853],"genre_scores_gemma":[0.9772624,0.0001609992,0.009552492,0.00003132258,0.000006355792,0.00005055822,0.000242669,0.0001112709,0.01258189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01378835,"threshold_uncertainty_score":0.02741617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641676025317155,"score_gpt":0.202519980656401,"score_spread":0.1861032204032294,"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."}}