{"id":"W4309908712","doi":"10.1061/ppscfx.sceng-1259","title":"Recent Advancements and Future Trends in Indirect Bridge Health Monitoring","year":2022,"lang":"en","type":"article","venue":"Practice Periodical on Structural Design and Construction","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bridge (graph theory); Instrumentation (computer programming); Structural health monitoring; Transport engineering; Engineering; Computer science; Construction engineering; Systems engineering; Risk analysis (engineering); Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003775066,0.00074077,0.001169789,0.003647558,0.0003386682,0.002025167,0.00135475,0.00190143,0.003731307],"category_scores_gemma":[0.008068229,0.0004601116,0.001297726,0.003991573,0.001028381,0.003265193,0.0008831174,0.001529217,0.0009467072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252186,"about_ca_system_score_gemma":0.003574775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002710097,"about_ca_topic_score_gemma":0.003391989,"domain_scores_codex":[0.9986333,0.0002984773,0.0002779645,0.0003507052,0.0003642364,0.00007521376],"domain_scores_gemma":[0.9888923,0.007818064,0.0009558368,0.0002011473,0.001936545,0.0001961905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001203356,0.00009914657,0.00187686,0.06763186,0.0001768497,0.0001943941,0.0005007453,0.001080524,0.002205224,0.01076051,0.01095575,0.9043979],"study_design_scores_gemma":[0.00002209802,0.0004980675,0.006850855,0.03977681,0.001080338,0.001660429,0.001281135,0.001347895,0.00266416,0.01008511,0.9346122,0.0001208859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006767195,0.9956567,0.0008757922,0.0009974705,0.0002497279,0.00001136795,0.00004370079,0.00001645754,0.001471971],"genre_scores_gemma":[0.005118723,0.9920862,0.001410815,0.0005556158,0.0003699429,0.00001934766,0.00006291185,0.000005544932,0.0003707917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003775066,"threshold_uncertainty_score":0.01996464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03603804079771504,"score_gpt":0.3325480198106512,"score_spread":0.2965099790129361,"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."}}