{"id":"W3130281131","doi":"10.2749/nantes.2018.s32-1","title":"Hybrid CLT-Based Modular Construction Systems for Prefabricated Buildings","year":2018,"lang":"en","type":"article","venue":"Report","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Modular design; Modular construction; Prefabrication; Architectural engineering; Engineering; Focus (optics); Construction engineering; Civil engineering; Structural engineering; Computer science","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":[0.0002175753,0.0003068091,0.0001509135,0.0005013936,0.000151783,0.0002698581,0.0003201762,0.0003296743,0.002489146],"category_scores_gemma":[0.0002635771,0.0001277665,0.0002517106,0.0003319065,0.00016672,0.0003470985,0.0003062116,0.0003173191,0.000613184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001642728,"about_ca_system_score_gemma":0.00009866586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002479815,"about_ca_topic_score_gemma":0.0009787313,"domain_scores_codex":[0.9998164,0.00002151418,0.000009001366,0.00003166149,0.00009002633,0.00003139527],"domain_scores_gemma":[0.9998524,0.0000221338,0.00003930218,0.00002684355,0.00004101202,0.00001821106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007919733,0.00006741013,0.0007149747,0.0002779885,0.00001060339,0.0001353004,0.00008650606,0.004775187,0.9532628,0.0005906692,0.0003232308,0.03967615],"study_design_scores_gemma":[0.0000471527,0.003629187,0.02411836,0.00008256495,0.00005095603,0.001030732,0.0002333018,0.02182323,0.9086322,0.0005628628,0.03973418,0.00005529141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8649619,0.002112508,0.1234612,0.00006733239,0.0001710504,0.0001774999,0.0002870396,0.000388917,0.008372502],"genre_scores_gemma":[0.9529791,0.0004924663,0.04124472,0.00003150823,0.00001696329,0.00005915116,0.0002407745,0.0000348466,0.004900505],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002489146,"threshold_uncertainty_score":0.008327007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553981679467876,"score_gpt":0.2152254128357299,"score_spread":0.1996855960410512,"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."}}