{"id":"W4402826695","doi":"10.1007/978-3-031-61531-3_27","title":"Assessment of Deflection-Based Acceptance Criteria for Load Testing","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Acceptance testing; Deflection (physics); Reliability engineering; Structural engineering; Computer science; Forensic engineering; Engineering; Optics; Physics; Software engineering","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":[0.007941664,0.001245768,0.0008566256,0.003936104,0.0004263585,0.002116128,0.002246072,0.00142104,0.003055811],"category_scores_gemma":[0.03536559,0.0003340422,0.0006709747,0.00128483,0.0008948594,0.001976379,0.001470102,0.0006996778,0.0007764724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007767081,"about_ca_system_score_gemma":0.0006765191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186801,"about_ca_topic_score_gemma":0.001421123,"domain_scores_codex":[0.9880385,0.003862261,0.0004419474,0.0005482063,0.006620284,0.0004889008],"domain_scores_gemma":[0.9446589,0.03935986,0.001934044,0.001903587,0.01134755,0.0007960258],"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":[0.001940677,0.0008984918,0.04670748,0.0005344786,0.0001869206,0.000388426,0.0006454748,0.2986127,0.08506873,0.02303287,0.002912699,0.539071],"study_design_scores_gemma":[0.000033071,0.0009420252,0.01039388,0.00004663723,0.00003992999,0.0002759189,0.0002314955,0.9654258,0.01267669,0.008934502,0.000942283,0.00005772312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2577301,0.0005909649,0.7304989,0.0001438615,0.00004631621,0.0002043898,0.0002801932,0.001250957,0.009254387],"genre_scores_gemma":[0.9213247,0.00009090186,0.07650837,0.00003728897,0.00002371642,0.0001045478,0.0004355149,0.0001279622,0.001347024],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007941664,"threshold_uncertainty_score":0.04200006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987363135024417,"score_gpt":0.3191351982407176,"score_spread":0.2892615668904734,"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."}}