{"id":"W4386432405","doi":"10.1007/978-981-19-9822-5_85","title":"Effect of Adding Thermal Insulation on Frost Damage of Masonry Walls","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Frost (temperature); Masonry; Retrofitting; Thermal insulation; Durability; Brick; Moisture; Materials science; Geotechnical engineering; Masonry veneer; Thermal; Composite material; Environmental science; Structural engineering; Layer (electronics); Engineering; Meteorology","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":[0.0002631447,0.000311214,0.0003840617,0.0002758334,0.0003858355,0.0003327816,0.0004800617,0.0005386031,0.004547501],"category_scores_gemma":[0.0006517097,0.0002267688,0.0004115629,0.0002641467,0.0003995845,0.0003255525,0.0002712806,0.0007244494,0.0004606977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001900629,"about_ca_system_score_gemma":0.0001897205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001799411,"about_ca_topic_score_gemma":0.002632718,"domain_scores_codex":[0.9998203,0.00003435702,0.00001119081,0.00002694128,0.00004263215,0.00006461662],"domain_scores_gemma":[0.9992598,0.000404921,0.00006110915,0.00004913069,0.00009156422,0.0001334767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006772174,0.0006992539,0.00137925,0.0003015723,0.00007062284,0.0004379868,0.0002080183,0.002833781,0.9723477,0.0001286598,0.0003764185,0.01444456],"study_design_scores_gemma":[0.00003882613,0.002231217,0.006366839,0.00002003975,0.00007582911,0.00009531924,0.00009095538,0.001513107,0.9886966,0.00003300695,0.0008274248,0.00001093071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995366,0.0009444641,0.0004081299,0.00003470312,0.00006570425,0.00001469598,0.0001012403,0.0000450941,0.003019961],"genre_scores_gemma":[0.9946286,0.0005397708,0.0007275604,0.00004593423,0.0000278946,0.000005429143,0.0001312565,0.00002876125,0.003864896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004547501,"threshold_uncertainty_score":0.01521295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006483140562495725,"score_gpt":0.1752105350883235,"score_spread":0.1687273945258278,"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."}}