{"id":"W4386744225","doi":"10.1201/9781003323020-482","title":"Failure analysis of ageing RC bridges: The cases of the Polcevera viaduct and the Caprigliola bridge","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bridge (graph theory); Structural engineering; Engineering; Forensic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004716791,0.0002788052,0.0006571885,0.0001484321,0.0001045967,0.00003496381,0.0004151275,0.0001541345,0.000327207],"category_scores_gemma":[0.0001775481,0.0001272146,0.0006104005,0.0002691884,0.0004269478,0.00003472501,0.0002334586,0.0003688964,0.000006039244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003211503,"about_ca_system_score_gemma":0.00003065646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124845,"about_ca_topic_score_gemma":0.00340316,"domain_scores_codex":[0.9987345,0.00005819037,0.0004909188,0.0002417247,0.0003166419,0.0001580404],"domain_scores_gemma":[0.9975927,0.001118256,0.0001498443,0.0009979146,0.000101165,0.00004012016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0007111435,0.00006341522,0.01403804,0.004707395,0.02734077,0.0002944935,0.02335899,0.04972566,0.01276118,0.7341447,0.08424646,0.04860777],"study_design_scores_gemma":[0.006853333,0.000260486,0.4407876,0.00265208,0.04069009,0.0003272925,0.005477629,0.2689542,0.008969361,0.01387747,0.2055127,0.005637697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6251514,0.007863517,0.001950309,0.006052218,0.002405983,0.003893737,0.002070951,0.001068387,0.3495435],"genre_scores_gemma":[0.9665699,0.0004464321,0.000008687177,0.00009055976,0.00005460635,0.000006691625,0.00001174983,0.00004251778,0.03276885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7202672,"threshold_uncertainty_score":0.5187661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036821979900619,"score_gpt":0.2131765043723343,"score_spread":0.1928082845733281,"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."}}