{"id":"W2034924360","doi":"10.12989/smm.2014.1.4.357","title":"Reliability-based condition assessment of a deteriorated concrete bridge","year":2014,"lang":"en","type":"article","venue":"Structural Monitoring and Maintenance","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Bridge (graph theory); Reliability (semiconductor); Reliability engineering; Structural system; Engineering; Structural reliability; Process (computing); Computer science; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006870397,0.000397,0.000223213,0.0009684989,0.0001118635,0.0002639523,0.0004809985,0.0004073692,0.0007289533],"category_scores_gemma":[0.001655027,0.0001635991,0.0002857922,0.0003101619,0.0002846984,0.0003188882,0.0002840743,0.0002056602,0.0002668814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006310744,"about_ca_system_score_gemma":0.0003116796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00744172,"about_ca_topic_score_gemma":0.007231808,"domain_scores_codex":[0.9997018,0.00006048203,0.00001770588,0.00006250159,0.0001325489,0.00002490386],"domain_scores_gemma":[0.9995044,0.00008959122,0.0001086483,0.00005061518,0.0002227746,0.00002391971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005367501,0.0001136529,0.06917706,0.00015721,0.00009005934,0.0005793505,0.0004893641,0.6575927,0.2026915,0.001532492,0.000425475,0.06661425],"study_design_scores_gemma":[0.000009842481,0.0003598622,0.05053335,0.000009372523,0.00004172924,0.0001670389,0.0000607713,0.9258444,0.02225821,0.0003438331,0.0003414705,0.0000301502],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998029,0.0001365867,0.09761853,0.00001980327,0.000005812908,0.00003852927,0.0002558098,0.0004671685,0.001654916],"genre_scores_gemma":[0.9957854,0.00003056863,0.003725387,0.000001677213,0.000001203029,0.000006363668,0.0001062692,0.000005544407,0.0003376209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00744172,"threshold_uncertainty_score":0.01479685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009324342701976173,"score_gpt":0.2606604511783312,"score_spread":0.251336108476355,"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."}}