{"id":"W4412785997","doi":"10.3390/ma18143367","title":"Bond Behavior of Glass Fiber-Reinforced Polymer (GFRP) Bars Embedded in Concrete: A Review","year":2025,"lang":"en","type":"review","venue":"Materials","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère des Transports","keywords":"Fibre-reinforced plastic; Embedment; Bond; Bond strength; Reinforcement; Materials science; Composite material; Durability; Bar (unit); Structural engineering; Corrosion; Glass fiber; Adhesive; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003393406,0.0009509822,0.004759346,0.0004389368,0.00002466106,0.00006549877,0.0007734325,0.0006660279,0.002927664],"category_scores_gemma":[0.0001192927,0.0008563903,0.0005956877,0.0006034084,0.00008109043,0.0001578705,0.0001932575,0.0003390517,0.0001784198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468273,"about_ca_system_score_gemma":0.0002243294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007543204,"about_ca_topic_score_gemma":4.181157e-7,"domain_scores_codex":[0.9960006,0.0001352781,0.002428737,0.0004540329,0.0003658623,0.0006155272],"domain_scores_gemma":[0.9981098,0.0001909112,0.0005036812,0.001004543,0.00006723721,0.0001238307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001761624,6.244915e-7,5.127053e-7,0.4899263,0.0002925455,0.0001845312,0.00005643374,0.000007685547,0.01185708,0.0004188914,0.003395026,0.4938428],"study_design_scores_gemma":[0.0009682545,0.0000820409,0.000004544172,0.3116806,0.0050874,0.0001925649,0.00001053434,0.000004526095,0.102391,0.000001948244,0.577252,0.002324553],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009041593,0.9927374,0.000002443577,0.000003263416,0.001216827,0.002714884,0.0007668036,0.0002384627,0.001415752],"genre_scores_gemma":[0.0000360969,0.9949074,0.0002540988,0.00003471116,0.00008498716,0.0009786241,0.0006133087,0.0001379074,0.002952912],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5738569,"threshold_uncertainty_score":0.9993887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853697256554633,"score_gpt":0.292951885387991,"score_spread":0.2744149128224447,"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."}}