{"id":"W4312101809","doi":"10.1061/jsendh.steng-11570","title":"Experimental Investigation on Self-Centering Steel-Timber Hybrid Beam-Column Connections","year":2022,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Structural engineering; Connection (principal bundle); Stiffness; Column (typography); Beam (structure); Composite number; Perpendicular; Engineering; Materials science; Composite material; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007193707,0.0001712061,0.000186219,0.0001816891,0.0001644422,0.00004408004,0.000125008,0.00001947556,0.0001345232],"category_scores_gemma":[0.000007626888,0.0001612841,0.000100606,0.0001206885,0.000008821711,0.0002669496,0.00003777399,0.0003315315,0.000002809856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003664497,"about_ca_system_score_gemma":0.00001366108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004900806,"about_ca_topic_score_gemma":2.660104e-7,"domain_scores_codex":[0.9991564,0.00001359917,0.0003046622,0.00008362899,0.000251882,0.0001898287],"domain_scores_gemma":[0.9997059,0.00002833623,0.00006476396,0.00008690943,0.00002530015,0.00008877978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002011804,0.00001081619,0.0003276479,0.00002602244,0.0001588594,0.00003899664,0.0006800577,0.9175099,0.08062677,0.00008298347,0.0002946487,0.0002231621],"study_design_scores_gemma":[0.002139701,0.001116944,0.004646413,0.0001180865,0.000102719,0.001854261,0.0009082858,0.238842,0.7419602,0.0000684789,0.007555558,0.0006873901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970269,0.0007349192,0.00009094405,0.00003450206,0.001673961,0.00008910229,0.000008682818,0.0001700347,0.000170944],"genre_scores_gemma":[0.9983528,0.000008340447,0.001299145,0.00001884301,0.0002305551,0.00001266265,0.000004779573,0.00003960183,0.00003332476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6786679,"threshold_uncertainty_score":0.6576976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161743588236047,"score_gpt":0.1879292186168865,"score_spread":0.176311782734526,"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."}}