{"id":"W795090459","doi":"","title":"A Better \"Look\" Inside Steel Bridges","year":2006,"lang":"en","type":"article","venue":"Bridges Conversations in Global Politics and Public Policy","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Nondestructive testing; Engineering; Computer science; Forensic engineering; Structural engineering; Reliability engineering","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":[0.0001093499,0.0001934888,0.0002002503,0.0002103633,0.00008809876,0.0001685768,0.0001402921,0.0001114155,0.0000344113],"category_scores_gemma":[0.0001461049,0.0002148525,0.00006026258,0.0003822441,0.0001741208,0.0002215164,0.00007697293,0.0001294529,0.00002641137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004290056,"about_ca_system_score_gemma":0.000177561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238855,"about_ca_topic_score_gemma":0.001429922,"domain_scores_codex":[0.9986987,0.00004035456,0.0003382447,0.0002266909,0.0001574858,0.0005385981],"domain_scores_gemma":[0.9993438,0.00007617482,0.00003033366,0.0002855563,0.00007033296,0.0001938733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002845079,0.00004901205,0.3279575,0.00007372944,0.00001552633,0.000009162329,0.0001135946,0.0004315514,0.0001202533,0.6529756,0.01072311,0.007528194],"study_design_scores_gemma":[0.0008602467,0.00001825755,0.8925939,0.00001938546,0.00001246593,0.0000400491,0.0002278429,0.02254003,0.0001328386,0.01423483,0.06893292,0.0003872396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640586,0.0002885043,0.0006498877,0.005897572,0.000216236,0.000167565,0.0003499418,0.0002340339,0.02813767],"genre_scores_gemma":[0.998025,0.00007051099,0.0001504781,0.001225654,0.0002934101,0.00001620163,0.00005692669,0.00001526704,0.0001465401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6387407,"threshold_uncertainty_score":0.9941881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268117412327448,"score_gpt":0.2390581971304257,"score_spread":0.2263770230071512,"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."}}