{"id":"W4321179339","doi":"10.5539/jms.v13n1p81","title":"Non-Destructive Testing in the Strategic Research on the Performance of Bridges","year":2023,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Prioritization; Safeguard; Service (business); Construction engineering; Computer science; Risk analysis (engineering); Transport engineering; Engineering; Business; Process management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006545181,0.00006697977,0.000131193,0.000177328,0.00006690084,0.00005148892,0.0002268206,0.00002289191,0.000003286921],"category_scores_gemma":[0.0001794981,0.00003704194,0.00002332908,0.0005337198,0.00009294353,0.00008464451,0.00005631743,0.0002499147,9.858519e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009384715,"about_ca_system_score_gemma":0.00002482884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001543025,"about_ca_topic_score_gemma":0.000001462,"domain_scores_codex":[0.9989883,0.0002130325,0.0002477369,0.0000663916,0.0002974693,0.0001870434],"domain_scores_gemma":[0.9987144,0.000884669,0.00005228824,0.0001601498,0.0001735078,0.00001501262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001427135,0.0002734338,0.5437856,0.02723519,0.0005982833,0.001248297,0.0166124,0.2484556,0.003005865,0.08598537,0.005874367,0.0654985],"study_design_scores_gemma":[0.0003517408,0.0005291628,0.9322712,0.0001620805,0.00001383015,0.000006870838,0.03014431,0.027449,0.0007962091,0.008093245,0.0001001402,0.0000821822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972702,0.00002668025,0.000002773157,0.0004277223,0.00006730761,0.000331495,4.843774e-7,0.000008948183,0.00186439],"genre_scores_gemma":[0.9998409,0.00005543479,0.00001586185,0.000007153766,0.00004072495,0.00001010544,1.311401e-7,0.00000585401,0.00002382083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884856,"threshold_uncertainty_score":0.2268442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04832817150979266,"score_gpt":0.3031323914875626,"score_spread":0.2548042199777699,"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."}}