{"id":"W4396657240","doi":"10.1007/978-3-031-59349-9_14","title":"Multi-scale Damage Assessment of AAR-Affected Mass Concrete Under Various Stress States","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydro-Québec; Université Laval","funders":"","keywords":"Materials science; Stiffness; Stress (linguistics); Aggregate (composite); Cracking; Structural engineering; Particle (ecology); Composite material; Geotechnical engineering; Engineering; Geology","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":[0.000238223,0.0003210568,0.000349101,0.0009845265,0.0002985425,0.0002808837,0.0004345077,0.0004683506,0.003941979],"category_scores_gemma":[0.0001977804,0.0002023553,0.0003193278,0.0004744202,0.000228606,0.0003940494,0.0003670307,0.0002237641,0.000545633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374443,"about_ca_system_score_gemma":0.0001056918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001846009,"about_ca_topic_score_gemma":0.007868472,"domain_scores_codex":[0.999838,0.00001438295,0.000006668685,0.00003473956,0.000091697,0.00001458158],"domain_scores_gemma":[0.9998761,0.00003146939,0.00002653038,0.00001946103,0.00003505418,0.00001125249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00106675,0.0003962874,0.02403081,0.000322496,0.00008447098,0.0007783215,0.0004205166,0.2718078,0.5459878,0.001050098,0.002408036,0.1516466],"study_design_scores_gemma":[0.00002371246,0.001340967,0.2836705,0.00004609986,0.0000823223,0.0007097739,0.0004542211,0.518838,0.1908661,0.001078126,0.002806313,0.00008387802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966698,0.0003255938,0.01952012,0.00002955026,0.00001650305,0.00006123604,0.0008637693,0.00034456,0.0121407],"genre_scores_gemma":[0.9871054,0.0001077896,0.004618981,0.0000105669,0.000003208237,0.00001696886,0.0002245344,0.00002310563,0.007889539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003941979,"threshold_uncertainty_score":0.01318723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359819559383076,"score_gpt":0.2474127360978505,"score_spread":0.2338145405040197,"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."}}