{"id":"W6990188467","doi":"","title":"Corrosion-inhibiting systems for concrete bridges","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Reinforced concrete; Highway maintenance; Bridge (graph theory); Bridge deck","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001265338,0.000332198,0.0002733863,0.0002640079,0.0005535751,0.0004534419,0.000362447,0.0002562936,0.00312139],"category_scores_gemma":[0.0003560703,0.0001377287,0.0001822604,0.0001582867,0.0002719344,0.0002872284,0.0004043508,0.0003996807,0.0007756463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008634984,"about_ca_system_score_gemma":0.0004449988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005986331,"about_ca_topic_score_gemma":0.0072914,"domain_scores_codex":[0.9999048,0.00001016798,0.000003122877,0.00001254563,0.00004825015,0.00002116551],"domain_scores_gemma":[0.9998953,0.0000196901,0.00002114074,0.00001381662,0.00003857359,0.00001139435],"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":[0.0002672476,0.0002761786,0.001586281,0.0005545978,0.00003742839,0.0003434002,0.0003936119,0.05546757,0.709399,0.139375,0.006913722,0.08538582],"study_design_scores_gemma":[0.0001550778,0.001225079,0.005150156,0.00007198135,0.0001033263,0.000767763,0.0002457093,0.3187357,0.5314654,0.04406598,0.09788924,0.0001244738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6440368,0.01315366,0.2326273,0.0009023616,0.0003013155,0.0003169431,0.0004246681,0.001339254,0.1068977],"genre_scores_gemma":[0.9569225,0.004024347,0.01564575,0.00007617981,0.00004785271,0.00006638737,0.0002933801,0.00003848276,0.02288518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005986331,"threshold_uncertainty_score":0.01190299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681052223116204,"score_gpt":0.238301081868947,"score_spread":0.2214905596377849,"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."}}