{"id":"W4416570770","doi":"10.1007/978-3-031-95421-4_20","title":"Experimental Investigation of Durable Wood Panels for the Design of Relocatable Modular Buildings","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Modular design; Reuse; Durability; Component (thermodynamics); Connection (principal bundle); Construction industry; Modular construction","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":[0.0002659809,0.0003878821,0.0002211312,0.0002749932,0.000200167,0.0002600349,0.0006928969,0.0003868666,0.004385334],"category_scores_gemma":[0.0006864896,0.0002142362,0.0002174465,0.0002446146,0.000277756,0.0002704802,0.0002798748,0.0003159718,0.0002953291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508376,"about_ca_system_score_gemma":0.0001636912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005348912,"about_ca_topic_score_gemma":0.001240724,"domain_scores_codex":[0.9998123,0.0000433441,0.000005354158,0.00003030587,0.00007301574,0.00003568158],"domain_scores_gemma":[0.9995959,0.000157599,0.00004397024,0.0001017671,0.00005963465,0.00004112705],"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":[0.0006517771,0.001079879,0.00144482,0.0002032059,0.00001994893,0.0002170124,0.0002038647,0.05202219,0.9293168,0.001129063,0.000254002,0.01345748],"study_design_scores_gemma":[0.0001863571,0.009726419,0.01563191,0.00003507903,0.00006852661,0.0002416147,0.0004689274,0.1410524,0.8283675,0.0005671706,0.003623112,0.00003097716],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913413,0.00006954843,0.006445169,0.000007727714,0.00001343957,0.000027817,0.00009179421,0.00003616607,0.001967109],"genre_scores_gemma":[0.9946307,0.00004804602,0.004082025,0.000003262932,0.000001524314,0.00001582743,0.00005689545,0.00001558574,0.001146116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004385334,"threshold_uncertainty_score":0.01467037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319394416244227,"score_gpt":0.1977172981584547,"score_spread":0.1845233539960124,"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."}}