{"id":"W562160055","doi":"","title":"FRP Bridge Evolution","year":2007,"lang":"en","type":"article","venue":"Bridges Conversations in Global Politics and Public Policy","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fibre-reinforced plastic; Bridge (graph theory); Bridge deck; Deck; Beam (structure); Load testing; Software deployment; Acceptance testing; Engineering; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001257781,0.0001641045,0.0001421621,0.0002909041,0.00007482738,0.00008691042,0.0001431277,0.0001210572,0.00001462332],"category_scores_gemma":[0.0001391544,0.0001909388,0.00004332201,0.0004974041,0.0001326882,0.0002705977,0.00004738124,0.0001283692,0.00001969951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009278459,"about_ca_system_score_gemma":0.0001459528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007219413,"about_ca_topic_score_gemma":0.0001171723,"domain_scores_codex":[0.998757,0.0000117165,0.0002811979,0.0001527268,0.0001604888,0.00063687],"domain_scores_gemma":[0.9994014,0.0000462323,0.00002965966,0.0001996963,0.00006323915,0.0002597945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001834185,0.000001431908,0.05082703,0.00002060771,0.00001775816,0.000007418092,0.00009509217,0.0002269571,0.00007724796,0.9375163,0.0005899061,0.01061838],"study_design_scores_gemma":[0.0005464557,0.00001747679,0.9768054,0.00001180688,0.0000121637,0.00008253688,0.0001611456,0.007051692,0.00019212,0.00616858,0.008659941,0.0002907041],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685735,0.0002382627,0.009149756,0.0007707649,0.0003495285,0.0001610909,0.0001709306,0.0002578744,0.02032837],"genre_scores_gemma":[0.9989936,0.00004817842,0.0003807553,0.0002315191,0.000229498,0.000004567102,0.00003636517,0.00001351371,0.0000619663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9313477,"threshold_uncertainty_score":0.9993916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455010857408659,"score_gpt":0.2643305193954397,"score_spread":0.2497804108213531,"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."}}