{"id":"W7084389070","doi":"10.1007/978-3-031-95288-3_7","title":"Effect of Transverse Reinforcement on Bond Strength of Ribbed GFRP Bars in Concrete","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Reinforcement; Transverse plane; Bar (unit); Bond strength; Fibre-reinforced plastic; Stiffness","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":[0.0008432157,0.0002320064,0.0006101188,0.0005388867,0.00002192923,0.000007515223,0.0001792709,0.0002628296,0.0001804676],"category_scores_gemma":[0.0005722669,0.0002249553,0.0002141698,0.0002331743,0.00006028777,0.00002779198,0.00002342587,0.0003824337,8.427166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534727,"about_ca_system_score_gemma":0.00009562344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004283084,"about_ca_topic_score_gemma":0.001569911,"domain_scores_codex":[0.9986996,0.00006842274,0.0004352957,0.0002224049,0.0003875663,0.0001867197],"domain_scores_gemma":[0.9969277,0.00271851,0.0001267794,0.000147176,0.0000419172,0.00003785109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009800048,0.000005058201,0.00007023419,0.0005758505,0.0001628599,0.0000140896,0.002349361,0.9015937,0.000324437,0.05350154,0.00001496053,0.04128985],"study_design_scores_gemma":[0.01560355,0.004734796,0.001032178,0.03472047,0.002535053,0.000003593997,0.0001637434,0.6226184,0.1043775,0.05399698,0.1534529,0.006760796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01656844,0.003346898,0.2758437,0.0004941575,0.001603036,0.002264276,0.0001180455,0.0001757713,0.6995857],"genre_scores_gemma":[0.9966186,0.0001254146,0.001487489,0.00001881273,0.00007732718,0.000008892291,0.00002511894,0.00001911907,0.001619249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9800501,"threshold_uncertainty_score":0.9173411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008741122309031181,"score_gpt":0.2781324442943229,"score_spread":0.2693913219852917,"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."}}