{"id":"W4384931411","doi":"10.3390/buildings13071834","title":"Intelligent Bridge Health Monitoring and Assessment","year":2023,"lang":"en","type":"article","venue":"Buildings","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Bridge (graph theory); Structural health monitoring; Engineering; Systems engineering; Computer science; Construction engineering; Structural engineering; Medicine","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":[0.0003707844,0.0005247241,0.0004550536,0.00109366,0.000261085,0.0009630458,0.0005116182,0.0008084317,0.00262936],"category_scores_gemma":[0.0007371429,0.0002136389,0.0002553875,0.0006985638,0.0003010678,0.001099339,0.0006541169,0.0003706835,0.001199067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412615,"about_ca_system_score_gemma":0.0002468602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009939631,"about_ca_topic_score_gemma":0.001361142,"domain_scores_codex":[0.9996837,0.00004717274,0.00001439903,0.00009191563,0.0001305473,0.000032222],"domain_scores_gemma":[0.9997712,0.00004431399,0.00004429025,0.00003725465,0.0000882729,0.00001462628],"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":[0.0002219034,0.0001370683,0.01520774,0.0003823678,0.00006551336,0.0001654373,0.0002936526,0.03986403,0.09125633,0.006947402,0.01254335,0.8329151],"study_design_scores_gemma":[0.00005393478,0.0006582286,0.06840723,0.0002535973,0.0002367256,0.0008776135,0.0007330729,0.7310842,0.1049612,0.03019373,0.06238986,0.0001505568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1103253,0.003291322,0.8546519,0.0008028549,0.0002614553,0.000148497,0.0009115959,0.003922644,0.02568443],"genre_scores_gemma":[0.9098737,0.001990088,0.07858478,0.0002039211,0.0001854284,0.00006282527,0.0007802768,0.00008598439,0.00823301],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00262936,"threshold_uncertainty_score":0.008796096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051947796530861,"score_gpt":0.3715056346087142,"score_spread":0.3195578380778532,"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."}}