{"id":"W4312510637","doi":"10.1051/matecconf/202236403005","title":"Preliminary evaluation of Pier cap from an ASR affected bridge in Central Canada","year":2022,"lang":"en","type":"article","venue":"MATEC Web of Conferences","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Pier; Environmental science; Bridge (graph theory); Quantitative assessment; Forensic engineering; Geotechnical engineering; Structural engineering; Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000261525,0.0000741595,0.0001647866,0.00004863026,0.00001938737,0.000006010159,0.0001393616,0.00002356786,0.002469995],"category_scores_gemma":[0.00003975348,0.00007791038,0.00001868911,0.0001160903,0.00002265338,0.0000472253,0.00003578514,0.00008912247,3.208358e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109883,"about_ca_system_score_gemma":0.001061649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3371572,"about_ca_topic_score_gemma":0.4216343,"domain_scores_codex":[0.999024,0.0001470938,0.0002209836,0.0001118205,0.0003773243,0.0001187617],"domain_scores_gemma":[0.9996372,0.0000526439,0.00004473516,0.0001591601,0.00006735296,0.00003892249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000464608,0.0002746769,0.5612608,0.0004468187,0.00008475554,0.00001883192,0.004635585,0.1240486,0.2120893,0.0007782241,0.004069895,0.09182796],"study_design_scores_gemma":[0.0003275299,0.0000646859,0.7419891,0.0000147883,0.00001506336,3.907554e-7,0.0004168676,0.2486864,0.007989947,0.0001035858,0.0003119025,0.0000797734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975821,0.0002092343,0.00001428801,0.00003625231,0.0002979985,0.0001753462,0.0001713378,0.00002854544,0.00148488],"genre_scores_gemma":[0.9998546,0.000006021741,0.00001389078,0.000008198642,0.000008194061,0.0000242666,0.00007397243,0.000005397612,0.000005441814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2040994,"threshold_uncertainty_score":0.9984419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425711130937282,"score_gpt":0.2434095786420552,"score_spread":0.2191524673326824,"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."}}