{"id":"W2594077360","doi":"10.1061/(asce)is.1943-555x.0000360","title":"Assessment of Corroded Rock Bolts with Pulse Echo Tests","year":2017,"lang":"en","type":"article","venue":"Journal of Infrastructure Systems","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Université de Sherbrooke","funders":"","keywords":"Echo (communications protocol); Engineering; Forensic engineering; Geology; Pulse (music); Geotechnical engineering; Environmental science; Structural engineering; Computer science; Computer security; Electrical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003242101,0.0001730972,0.000499501,0.00009476527,0.00008963312,0.0001141337,0.0004036907,0.0001041828,0.00006502332],"category_scores_gemma":[0.0001273935,0.0001162896,0.0001008747,0.00005776892,0.00003596366,0.0002634063,0.00003620923,0.0003605556,0.000001286403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001172375,"about_ca_system_score_gemma":0.0001144738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700957,"about_ca_topic_score_gemma":0.00001215449,"domain_scores_codex":[0.998668,0.00003799505,0.0006240892,0.00009843515,0.0004058972,0.0001655745],"domain_scores_gemma":[0.9982187,0.00004274679,0.0006908801,0.0005348155,0.0003668026,0.0001460784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000139301,0.00003836223,0.4948141,0.001307442,0.0002567305,0.0001436929,0.0006652758,0.2748606,0.2155721,0.0003101652,0.006460525,0.005431694],"study_design_scores_gemma":[0.001478577,0.0003368378,0.9552389,0.0006434812,0.00006394341,0.0006611253,0.0003317434,0.03651623,0.003183542,0.00006819359,0.001226803,0.0002506408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801404,0.0002350586,0.0121416,0.00002744319,0.002137141,0.0001875353,0.00001633015,0.00002993386,0.005084543],"genre_scores_gemma":[0.9987721,0.00001975174,0.000899816,0.000006741138,0.0002344688,0.000001771123,8.478892e-7,0.00002105813,0.00004348538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4604248,"threshold_uncertainty_score":0.4742151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007360410028469502,"score_gpt":0.2503733591273896,"score_spread":0.2430129490989201,"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."}}