{"id":"W4409536096","doi":"10.1016/j.jcsr.2025.109576","title":"Axial compression capacity of Y-shaped retrofitting angle steel members for transmission towers","year":2025,"lang":"en","type":"article","venue":"Journal of Constructional Steel Research","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dillon Consulting","funders":"National Natural Science Foundation of China","keywords":"Retrofitting; Structural engineering; Compression (physics); Transmission tower; Materials science; Engineering; Composite material; Tower","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":[0.0003233489,0.0002326942,0.0002095238,0.0006559751,0.000284391,0.0002324066,0.0004910137,0.000337503,0.002972417],"category_scores_gemma":[0.0006929688,0.0001409458,0.0002031118,0.0003110698,0.0002024506,0.0003601596,0.0002055522,0.0001445482,0.0006027641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002092108,"about_ca_system_score_gemma":0.0002343739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877162,"about_ca_topic_score_gemma":0.002631077,"domain_scores_codex":[0.9998634,0.00002392145,0.000006908892,0.00002169743,0.00004614007,0.00003798343],"domain_scores_gemma":[0.999301,0.000255953,0.0001037953,0.00004803027,0.0002271174,0.00006416596],"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":[0.004726818,0.0003468888,0.0698252,0.0002442281,0.00005632206,0.0007074923,0.0005378039,0.2003495,0.6306702,0.0009613174,0.0008184974,0.09075568],"study_design_scores_gemma":[0.00005617351,0.003090535,0.2404111,0.00005373431,0.00008519278,0.000403424,0.001294983,0.3489948,0.4039057,0.0003793356,0.001243192,0.00008187006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980245,0.00003953401,0.001028113,0.000004945516,0.000002252854,0.000003173242,0.00008303784,0.00002047083,0.000794088],"genre_scores_gemma":[0.9995009,0.00001007745,0.0001374755,0.000001025102,6.470029e-7,0.000001828385,0.00006156758,0.000002912647,0.0002836293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002972417,"threshold_uncertainty_score":0.009943724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901914187599836,"score_gpt":0.3252329322557578,"score_spread":0.2862137903797595,"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."}}