{"id":"W4403939255","doi":"10.1007/978-3-031-75507-1_35","title":"Performance Evaluation of Surface Repair on Decommissioned Champlain Bridge Concrete","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université de Sherbrooke","funders":"","keywords":"Bridge (graph theory); Environmental science; Geotechnical engineering; Forensic engineering; Geology; Engineering; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007337346,0.0004281396,0.0005291971,0.0001055292,0.00007848503,0.00002763785,0.0001599474,0.0003103733,0.00153145],"category_scores_gemma":[0.00005487626,0.0004124924,0.0002771554,0.0000351881,0.000136173,0.0000895971,0.00007747141,0.0004036199,0.0002703346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373234,"about_ca_system_score_gemma":0.0001301757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006634791,"about_ca_topic_score_gemma":0.00001554209,"domain_scores_codex":[0.9981585,0.00002739645,0.0005628874,0.0003867673,0.0006493363,0.0002151496],"domain_scores_gemma":[0.9987355,0.0001408362,0.0001037123,0.0006955272,0.0002175136,0.0001068441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003604417,0.00003704175,0.001510212,0.02499404,0.002804208,0.0001471174,0.0111391,0.05210441,0.03225946,0.4335662,0.2565324,0.1813014],"study_design_scores_gemma":[0.000770974,0.0004791175,0.00088112,0.002890181,0.0004423826,0.00001836224,0.00004294113,0.1794167,0.01019926,0.00399951,0.7995397,0.001319794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1578156,0.002140763,0.00001107282,0.00004137344,0.00119959,0.000668572,0.0002323062,0.00101137,0.8368794],"genre_scores_gemma":[0.7894884,0.0005399319,0.0001780704,0.0000327102,0.0001602214,0.00002510323,0.0001215211,0.0001607868,0.2092933],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6316728,"threshold_uncertainty_score":0.9998327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942808793122191,"score_gpt":0.2564679035591294,"score_spread":0.2170398156279075,"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."}}