{"id":"W4405079539","doi":"10.1007/978-981-97-8313-7_49","title":"Hygrothermal Performance of a Masonry Overcladding Prefabricated Exterior Energy Retrofit in Ottawa","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Masonry; Architectural engineering; Engineering; Structural engineering; Civil engineering","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":[0.000177665,0.0002579641,0.000311846,0.0003223763,0.001746742,0.00062269,0.000513837,0.0002575888,0.0027882],"category_scores_gemma":[0.0001482013,0.0002118847,0.0003217373,0.000441562,0.0005237038,0.0002111734,0.0002887823,0.0003219763,0.0006335953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003826284,"about_ca_system_score_gemma":0.001496343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5464205,"about_ca_topic_score_gemma":0.8506583,"domain_scores_codex":[0.9998071,0.00001359258,0.000007689226,0.00003593587,0.00009161243,0.00004408602],"domain_scores_gemma":[0.9998528,0.00001688758,0.00001215803,0.00000875094,0.0000868749,0.00002256616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004505725,0.0005733622,0.1125206,0.0001919813,0.00006963242,0.0020329,0.004354918,0.01614463,0.8039271,0.0006762919,0.002332784,0.05267009],"study_design_scores_gemma":[0.0000392155,0.00279919,0.746615,0.00002471291,0.0001340936,0.0005341111,0.007037714,0.004460504,0.2263508,0.00007839409,0.01183739,0.00008892403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965447,0.00003810243,0.0000742875,0.000007574397,0.000002240209,0.000005688803,0.0001225519,0.00001040553,0.003194411],"genre_scores_gemma":[0.9866236,0.00005168021,0.000177829,0.000005254602,5.939365e-7,0.000002490452,0.0001785986,0.00001158824,0.01294842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4535795,"threshold_uncertainty_score":0.9125014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006219077276506955,"score_gpt":0.1852294171392896,"score_spread":0.1790103398627826,"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."}}