{"id":"W573930041","doi":"10.33593/iccp.v9i1.523","title":"Use of Glass FRP Reinforcing Bars instead of Steel Bars in CRCP in Quebec","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Concrete Pavements","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fibre-reinforced plastic; Reinforcement; Slab; Corrosion; Reinforced concrete; Service life; Galvanization; Structural engineering; Glass fiber; Materials science; Forensic engineering; Composite material; Engineering; Layer (electronics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001716113,0.0001983991,0.0003445253,0.0004356262,0.00001363487,0.00004202151,0.0007878626,0.000101278,0.00005445186],"category_scores_gemma":[0.0002161841,0.0001790988,0.00009424847,0.0003269282,0.0001013733,0.0004332915,0.0001976854,0.0002532553,0.000001183785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562974,"about_ca_system_score_gemma":0.00008427681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867569,"about_ca_topic_score_gemma":0.00008268189,"domain_scores_codex":[0.9983407,0.000006170831,0.0007806729,0.0001877301,0.0004850418,0.0001997341],"domain_scores_gemma":[0.9991094,0.00007987128,0.0002742943,0.0001381942,0.0003689582,0.00002927312],"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":[0.0001905997,0.000002073664,0.09737003,0.0003428579,0.0001628367,0.000001309589,0.0007431317,0.003945165,0.8190271,0.07392963,0.0001202375,0.004165067],"study_design_scores_gemma":[0.001355183,0.00007218216,0.05132122,0.002476751,0.00002586251,8.141316e-7,0.0006421096,0.05111676,0.8921141,0.0004637909,0.0001753575,0.0002358431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881821,0.00001138069,0.00001996273,0.0001122744,0.0003973082,0.0003250857,0.00002864929,0.00002157397,0.01090168],"genre_scores_gemma":[0.9985961,0.00003477984,0.0005250127,0.00004924543,0.000007820042,0.00002154086,0.000004700565,0.00001349744,0.0007473098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07346584,"threshold_uncertainty_score":0.7303438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233498061565861,"score_gpt":0.260244133674134,"score_spread":0.2279091530584754,"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."}}