{"id":"W2796265516","doi":"10.1007/978-3-319-78175-4_5","title":"Durability and Long-Term Performance of Fiber-Reinforced Polymer as a New Civil Engineering Material","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Durability; Fibre-reinforced plastic; Bridge (graph theory); Service life; Forensic engineering; Structural engineering; Materials science; Engineering; Composite material","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004812561,0.0006067041,0.0006269878,0.0001734314,0.00002892177,0.00005180004,0.0002644923,0.0004762862,0.01842062],"category_scores_gemma":[0.00001300116,0.0005868471,0.000149452,0.00003075708,0.0001168503,0.0002337215,0.0001330667,0.0002768808,0.00016836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000897479,"about_ca_system_score_gemma":0.00006673224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004202523,"about_ca_topic_score_gemma":0.000004330844,"domain_scores_codex":[0.9984423,0.000002007956,0.000581068,0.0003187454,0.0002929041,0.0003629545],"domain_scores_gemma":[0.9989643,0.00003200492,0.0001119715,0.000549708,0.00006078462,0.0002812637],"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":[0.001721262,0.000002381084,0.001067613,0.0177694,0.003412738,0.000218576,0.002382816,0.007546086,0.7903379,0.03017202,0.01115222,0.134217],"study_design_scores_gemma":[0.001249474,0.0005819826,0.001787648,0.001090584,0.000378063,0.0003091637,0.000003289136,0.00445395,0.9830566,0.00004569104,0.00473587,0.00230767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8933107,0.000212904,0.00009474427,0.000007539201,0.0009324925,0.0004324649,0.00004600096,0.0005448178,0.1044183],"genre_scores_gemma":[0.4281799,0.0001673284,0.0004221254,0.00001827211,0.0005298621,0.000008648085,0.00008331773,0.0002009806,0.5703895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4659712,"threshold_uncertainty_score":0.9996583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00841649544934503,"score_gpt":0.1981707113341278,"score_spread":0.1897542158847828,"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."}}