{"id":"W2087499916","doi":"10.1177/1045389x06074572","title":"Civionics — A New Paradigm in Design, Evaluation, and Risk Analysis of Civil Structures","year":2007,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Government of Manitoba; Research Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural health monitoring; Engineering; Construction engineering; Risk analysis (engineering); Civil engineering; Term (time); Civil infrastructure; Structural system; Systems engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01059239,0.001417398,0.001533843,0.004276257,0.001007966,0.006466212,0.002552376,0.001466171,0.002321966],"category_scores_gemma":[0.01652424,0.0007027314,0.001502195,0.002274536,0.006108692,0.004650832,0.004023221,0.003080741,0.000473376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002431193,"about_ca_system_score_gemma":0.003026885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839355,"about_ca_topic_score_gemma":0.001584651,"domain_scores_codex":[0.991962,0.003828506,0.0004333352,0.0007678256,0.002828297,0.0001799894],"domain_scores_gemma":[0.990594,0.005882386,0.0008171484,0.001160332,0.001198491,0.0003476335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003414551,0.00003190428,0.001411541,0.0001810373,0.00007737424,0.0001062098,0.0002449838,0.04711888,0.0008300304,0.8287733,0.00275454,0.118436],"study_design_scores_gemma":[0.00002015654,0.00008095795,0.0004200316,0.0001923345,0.0000343864,0.0001759047,0.0001634486,0.1709207,0.000806027,0.7926145,0.03453628,0.0000352271],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001746265,0.001102225,0.989618,0.000757867,0.00008555163,0.00005337172,0.00003994751,0.0001159048,0.006480807],"genre_scores_gemma":[0.1786331,0.002670781,0.8126307,0.0004529149,0.0005014883,0.000380733,0.0001715196,0.0001261561,0.004432595],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01059239,"threshold_uncertainty_score":0.05601859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03014882560732294,"score_gpt":0.311504508657437,"score_spread":0.281355683050114,"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."}}