{"id":"W125518760","doi":"10.17226/13689","title":"Inspection and Maintenance of Bridge Stay Cable Systems","year":2005,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Engineering; Forensic engineering; Construction engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002302162,0.0002138566,0.0003923474,0.0004648778,0.00006990583,0.00004237764,0.0001140755,0.0002255306,0.0000453807],"category_scores_gemma":[0.000006446017,0.0002190167,0.00008676622,0.00009923807,0.000153644,0.00007176132,0.000003183767,0.0005262773,0.00001071358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049031,"about_ca_system_score_gemma":0.00008433178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000743005,"about_ca_topic_score_gemma":0.0007991782,"domain_scores_codex":[0.9984755,0.00002623032,0.0004441127,0.0002378074,0.0005327579,0.0002835905],"domain_scores_gemma":[0.9992915,0.00006532793,0.00005948879,0.0002283639,0.0002383705,0.0001169202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001067384,0.00001480198,0.0001830103,0.005779588,0.0009799091,0.0000473324,0.002809995,0.844271,0.00244726,0.04133047,0.077926,0.0241039],"study_design_scores_gemma":[0.002200476,0.000313739,0.03222876,0.002179184,0.0003922672,0.000008809691,0.0006786045,0.4824693,0.003571732,0.001580241,0.4724959,0.001881004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04440537,0.00537297,0.110493,0.00007893099,0.001206386,0.002525279,0.001146917,0.002531104,0.83224],"genre_scores_gemma":[0.7052704,0.0004596172,0.0002623186,0.000004003774,0.0001792695,0.00005140192,0.0001751609,0.0000868298,0.293511],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6608651,"threshold_uncertainty_score":0.893124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003722079894158,"score_gpt":0.2747404681314689,"score_spread":0.2447032473325273,"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."}}