{"id":"W2940231597","doi":"10.29173/mocs54","title":"Design and static behavior of beam-to-beam-tied connection for modular steel buildings","year":2017,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; National Science Foundation","keywords":"Structural engineering; Connection (principal bundle); Modular design; Diagonal; Beam (structure); Engineering; Computer science; Geometry; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002746723,0.0003033452,0.000389983,0.0002946639,0.0005237095,0.0003044019,0.0001519414,0.000212231,0.00001775791],"category_scores_gemma":[0.00007735674,0.0003236352,0.00007957264,0.0001255006,0.0002780737,0.0007848383,0.00004516801,0.0001709475,0.000002083763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006319115,"about_ca_system_score_gemma":0.00002138629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003384456,"about_ca_topic_score_gemma":0.000006653823,"domain_scores_codex":[0.9986007,0.000007382505,0.0004481202,0.0004367688,0.0002098825,0.0002971083],"domain_scores_gemma":[0.999006,0.00003221947,0.0002226843,0.0001970094,0.0003705306,0.0001715413],"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":[0.000380704,0.0000661978,0.02864259,0.0009685455,0.0002718635,0.000002366465,0.001110159,0.002236429,0.6874056,0.01787836,0.000845555,0.2601916],"study_design_scores_gemma":[0.005720024,0.001045767,0.04330236,0.000612844,0.000932981,0.0003660503,0.004287146,0.146867,0.7751727,0.006452528,0.0132739,0.001966677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8428217,0.0001632761,0.1550571,0.00007252326,0.0006379727,0.0009114087,0.00002967827,0.0001601627,0.0001461814],"genre_scores_gemma":[0.9654289,0.0001225428,0.03391919,0.00002674931,0.000120901,0.000223718,0.00001116968,0.00004866891,0.00009809298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2582249,"threshold_uncertainty_score":0.9999216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522906171496527,"score_gpt":0.2252084719210123,"score_spread":0.209979410206047,"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."}}