{"id":"W4412754918","doi":"10.11159/iccste25.367","title":"Comparative Pull-Out Testing of Bars Used in NSM Strengthening: Preliminary Study","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar University","keywords":"Structural engineering; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009058736,0.0008226317,0.0003190764,0.0005700174,0.0004591137,0.0001912945,0.0005489463,0.0007991593,0.001814065],"category_scores_gemma":[0.001315556,0.0002431941,0.0003593125,0.0002298084,0.0003667572,0.0004116646,0.0003838178,0.0003486503,0.0005310316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155385,"about_ca_system_score_gemma":0.0001769799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006800418,"about_ca_topic_score_gemma":0.003040674,"domain_scores_codex":[0.9993299,0.0001326773,0.00005998607,0.000126,0.0002827151,0.00006868351],"domain_scores_gemma":[0.9981114,0.0004953888,0.0002043153,0.0002059659,0.0008334017,0.00014963],"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":[0.0001085157,0.00008968006,0.0008397771,0.0000679064,0.000004517805,0.00007289185,0.0001755136,0.000130897,0.9960667,0.00002012851,0.00002470102,0.00239865],"study_design_scores_gemma":[0.00001764014,0.009083684,0.0247987,0.00002517078,0.00004311265,0.0003145713,0.000480004,0.001312696,0.9620832,0.00004563224,0.001773163,0.00002238198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833722,0.0003891845,0.01414466,0.00003116062,0.00004405224,0.0001459857,0.0001794913,0.00009329355,0.001600032],"genre_scores_gemma":[0.9859043,0.0002209522,0.01007687,0.00003894979,0.0000144414,0.00007419332,0.0001735528,0.00003210581,0.003464675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001814065,"threshold_uncertainty_score":0.006068647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260942663508615,"score_gpt":0.2699366725868131,"score_spread":0.2373272459517269,"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."}}