{"id":"W4307273073","doi":"10.3390/ma15217457","title":"Novel Apex Connection for Light Wood Frame Panelized Roof","year":2022,"lang":"en","type":"article","venue":"Materials","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Roof; Connection (principal bundle); Finite element method; Structural engineering; Frame (networking); Folding (DSP implementation); Computer science; Process (computing); Engineering; Mechanical engineering","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":[0.0001884823,0.0004641663,0.0002714588,0.0004469082,0.0004648799,0.0005052952,0.0008431677,0.0007004567,0.006201257],"category_scores_gemma":[0.0003052468,0.0002933647,0.0003823282,0.0002343587,0.0002897197,0.0004999135,0.0007829973,0.0005091473,0.001590553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821732,"about_ca_system_score_gemma":0.0003527522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003186694,"about_ca_topic_score_gemma":0.0007158881,"domain_scores_codex":[0.9996425,0.00002398803,0.0000113067,0.00007641168,0.0001857115,0.00006006368],"domain_scores_gemma":[0.9997399,0.00002732761,0.00004202594,0.0000743346,0.00006671418,0.00004957885],"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":[0.0001993905,0.0001173592,0.004645197,0.0002904968,0.0000336389,0.002437114,0.0002878395,0.007146828,0.8479586,0.006085557,0.003547709,0.1272501],"study_design_scores_gemma":[0.00009322108,0.002540788,0.03882244,0.0001368793,0.0001184868,0.007500676,0.0005309858,0.09870104,0.7365519,0.002354159,0.1124156,0.0002338577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5836403,0.0005010017,0.386857,0.0001537331,0.0004039519,0.0002161102,0.0003695748,0.002983384,0.02487492],"genre_scores_gemma":[0.8719663,0.0001628325,0.1195316,0.00004829357,0.00003403556,0.00006512216,0.0002305956,0.0001195698,0.007841669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006201257,"threshold_uncertainty_score":0.02074528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518024448330181,"score_gpt":0.2183171543999049,"score_spread":0.2031369099166031,"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."}}