{"id":"W632895341","doi":"","title":"Innovative FRP Reinforced Concrete Bridges with Extended Service Life","year":2007,"lang":"en","type":"article","venue":"Transportation Research Board 86th Annual MeetingTransportation Research Board","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Structural engineering; Deck; Girder; Finite element method; Slab; Fibre-reinforced plastic; Engineering; Prestressed concrete; Strain gauge; Bridge (graph theory); Reinforcement; Service life; Geotechnical engineering","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005728203,0.0008160977,0.0008511675,0.002189181,0.0009049823,0.0002870562,0.001151395,0.0006041093,0.0004865099],"category_scores_gemma":[0.0004251628,0.0007915958,0.0001854425,0.007214431,0.001027683,0.001587473,0.00002078204,0.003429303,0.0002283747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004538783,"about_ca_system_score_gemma":0.000792116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006982085,"about_ca_topic_score_gemma":0.004162077,"domain_scores_codex":[0.9875704,0.0003819731,0.001835923,0.001196871,0.005857742,0.003157111],"domain_scores_gemma":[0.9858808,0.001528956,0.0002279351,0.0009447393,0.009941888,0.001475666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03179256,0.00005283212,0.1290014,0.008776828,0.00322547,0.006420697,0.1196137,0.1554905,0.4090838,0.08225443,0.02369283,0.03059505],"study_design_scores_gemma":[0.006432286,0.001809391,0.7882618,0.0007896164,0.0001118177,0.00000723102,0.03403094,0.00466369,0.1456588,0.0001686305,0.01579572,0.002270018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846195,0.0001831627,0.00620658,0.0007170968,0.0002674791,0.002503845,0.0004336518,0.001214181,0.003854501],"genre_scores_gemma":[0.9909796,0.0001763972,0.005883823,0.0002336273,0.0003039264,0.0003771916,0.0009968429,0.0002667487,0.000781815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6592605,"threshold_uncertainty_score":0.9996305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858043995568101,"score_gpt":0.3358581450028219,"score_spread":0.2972777050471408,"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."}}