{"id":"W2147106551","doi":"10.1504/ijmpt.2005.007735","title":"FRP protection and rehabilitation of corrosion-damaged reinforced concrete columns","year":2005,"lang":"en","type":"article","venue":"International Journal of Materials and Product Technology","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Corrosion; Fibre-reinforced plastic; Materials science; Aramid; Reinforcement; Composite material; Reinforced concrete; Structural engineering; Engineering; Fiber","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004352964,0.00007893539,0.000200014,0.0002267041,0.00002212048,0.00002463253,0.0001083499,0.00008015497,0.00007792007],"category_scores_gemma":[0.0004841461,0.00007116075,0.00002290888,0.0000681019,0.0001305057,0.0001667707,0.0000415384,0.0001070498,0.000001552967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003337414,"about_ca_system_score_gemma":0.00001574775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005402621,"about_ca_topic_score_gemma":0.00000188688,"domain_scores_codex":[0.9992098,0.00003034329,0.0004654615,0.0000932173,0.0001305002,0.00007064176],"domain_scores_gemma":[0.9993014,0.00004865368,0.0001854676,0.00009462408,0.0003430329,0.0000268743],"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":[0.0001424046,0.000001890364,0.0003356955,0.00004601528,0.00001354533,0.00000140147,0.0001877954,0.0001316492,0.9894175,0.0006376974,0.0002190925,0.008865342],"study_design_scores_gemma":[0.000816046,0.0002794316,0.002001402,0.0001188696,0.00001517211,0.0002635779,0.0001447537,0.0008750341,0.9885883,0.0005553653,0.006234144,0.0001078584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946998,0.0002301401,0.0008734175,0.00332266,0.0006149293,0.0001573487,0.00001556277,0.00004552652,0.00004055712],"genre_scores_gemma":[0.9968143,0.0002280138,0.002758841,0.00001798171,0.00013532,0.000005907849,0.000002156633,0.000007846867,0.00002960415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008757484,"threshold_uncertainty_score":0.2901851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00655518196099106,"score_gpt":0.2223148872873126,"score_spread":0.2157597053263215,"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."}}