{"id":"W4406703736","doi":"10.3390/buildings15030321","title":"Challenges in the Design for Disassembly of Light Timber Framing Panelized Components","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Natural Sciences and Engineering Research Council of Canada","funders":"Division of Materials Research; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Université Laval; John D. and Catherine T. MacArthur Foundation","keywords":"Framing (construction); Architectural engineering; Engineering; Computer science; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002609575,0.0005494535,0.0002475251,0.0005718981,0.0006257393,0.00197327,0.0009188889,0.0008415105,0.001467734],"category_scores_gemma":[0.002817791,0.0004014269,0.0004188546,0.0004793891,0.0008756462,0.001159278,0.0007156227,0.0006964619,0.0007165215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022497,"about_ca_system_score_gemma":0.001241994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001689746,"about_ca_topic_score_gemma":0.006019554,"domain_scores_codex":[0.9982323,0.0004738363,0.00008291948,0.0001316142,0.0009192054,0.0001600745],"domain_scores_gemma":[0.9985952,0.0005198328,0.0002141253,0.000211616,0.000409593,0.00004954778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002416116,0.0003026423,0.01422548,0.001972425,0.00008359898,0.00103347,0.002496365,0.1905843,0.2389732,0.03060023,0.001755903,0.5177308],"study_design_scores_gemma":[0.00006836138,0.003476476,0.04175046,0.001036463,0.0003059922,0.004175278,0.01034349,0.3963856,0.3303353,0.02983554,0.1820287,0.0002583902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5738238,0.004102032,0.4000866,0.0008413998,0.00009756973,0.000255154,0.0001165209,0.0003928129,0.02028423],"genre_scores_gemma":[0.8269559,0.001647458,0.1668724,0.00008435861,0.00001270419,0.00007376339,0.0001102233,0.00009516459,0.004147943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002609575,"threshold_uncertainty_score":0.01380092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05990708569032835,"score_gpt":0.269390119013296,"score_spread":0.2094830333229677,"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."}}