{"id":"W7108756249","doi":"10.20381/ruor-31594","title":"Comprehensive Condition Assessment of ASR Affected Pier Cap and Pier Shaft from Montreal's Champlain Bridge","year":2025,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pier; Bridge (graph theory); Coring; Quantitative assessment; Digital image correlation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002703128,0.0002294616,0.0004976119,0.0002249132,0.00006028854,0.00001483031,0.0001786027,0.0002815349,0.0009189221],"category_scores_gemma":[0.000008526034,0.0002918532,0.0001282053,0.0001626579,0.00005901641,0.0003082484,0.00006322622,0.0002513469,0.00000234178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003872735,"about_ca_system_score_gemma":0.0001018026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288404,"about_ca_topic_score_gemma":0.0006411618,"domain_scores_codex":[0.9991409,0.00007331104,0.0002175977,0.000279247,0.0001593226,0.0001296177],"domain_scores_gemma":[0.9992394,0.0001973078,0.0001387372,0.0002713373,0.00006811185,0.00008509198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001941396,0.001086773,0.1344734,0.02635266,0.00446024,0.0006192084,0.02830307,0.003674331,0.1953472,0.007737133,0.5027909,0.09321371],"study_design_scores_gemma":[0.0009500232,0.00005072313,0.9828277,0.0003783755,0.0001424467,5.346165e-7,0.00107012,0.005328262,0.001989279,0.0001476959,0.006834267,0.00028058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715568,0.0006306037,0.0002677979,0.00003523011,0.0003103547,0.0003380256,0.001777893,0.0001697063,0.02491353],"genre_scores_gemma":[0.9882773,0.0003669824,0.0006466268,0.0000215707,0.00002100824,6.362625e-7,0.007967182,0.00002312788,0.002675522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8483543,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006695368404380793,"score_gpt":0.2081401916006315,"score_spread":0.2014448231962507,"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."}}