{"id":"W4405079684","doi":"10.1007/978-981-97-8313-7_67","title":"Monitoring and Modelling of Panelized Overcladding Retrofits in Canadian Climate","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada; Carleton University","funders":"","keywords":"Environmental science; Climatology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004783016,0.0009476949,0.0006538953,0.001022378,0.001430931,0.001943229,0.00210452,0.001100949,0.001807655],"category_scores_gemma":[0.001014775,0.0006059454,0.0007905576,0.00230997,0.0008438118,0.0008774871,0.0004874046,0.000720597,0.0002247457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01858599,"about_ca_system_score_gemma":0.00903372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9842023,"about_ca_topic_score_gemma":0.9861833,"domain_scores_codex":[0.9996576,0.00002040152,0.00001087469,0.00008337957,0.0001178866,0.0001098744],"domain_scores_gemma":[0.9995561,0.00009720957,0.00004887697,0.00002141488,0.0002282051,0.00004814913],"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":[0.0001664006,0.00008477111,0.04846324,0.00004220954,0.00006586078,0.0000968789,0.0001418944,0.9334978,0.002953846,0.0008465393,0.001502554,0.01213799],"study_design_scores_gemma":[0.00001901443,0.00004287265,0.1076875,0.00001355622,0.00004745235,0.00002081784,0.0003310522,0.8882972,0.001684229,0.0003412036,0.001463465,0.00005155877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862943,0.0003157303,0.00352956,0.0001749765,0.00001915892,0.00004521052,0.003068417,0.0001723213,0.006380227],"genre_scores_gemma":[0.99509,0.0001927121,0.001525019,0.00001712938,0.000003131749,0.00001475167,0.001212533,0.00002843854,0.00191623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01858599,"threshold_uncertainty_score":0.1348514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287562962810228,"score_gpt":0.202068397390017,"score_spread":0.1891927677619147,"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."}}