{"id":"W836601956","doi":"","title":"INTERNATIONAL BRIDGE TACKLES SEASONAL MAINTENANCE CHALLENGES","year":2001,"lang":"en","type":"article","venue":"Public works","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Work (physics); Tourism; Highway maintenance; Engineering; Geography; Forensic engineering; Meteorology; Environmental science; Civil engineering; Archaeology; Transport 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":[0.00006500399,0.0001099259,0.00009914931,0.0001041956,0.00003021735,0.0001041834,0.0001856577,0.00006002459,0.0006678247],"category_scores_gemma":[0.00003464378,0.0001042824,0.00006361982,0.0001969795,0.00002097106,0.0002674165,0.00002042054,0.0001396627,0.00006004571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005683512,"about_ca_system_score_gemma":0.000005801733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003336283,"about_ca_topic_score_gemma":0.00001044046,"domain_scores_codex":[0.999381,0.000006760424,0.0001212574,0.0001271186,0.0001516378,0.0002122464],"domain_scores_gemma":[0.9996881,0.00002322951,0.00001464801,0.0001358667,0.00004912631,0.00008903178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003488037,0.000009496827,0.0005557422,0.00001136281,0.000158807,0.00001083955,0.0001107408,0.0416661,0.00006771526,0.008364136,0.007338163,0.9417034],"study_design_scores_gemma":[0.0002927642,0.000005457385,0.07962466,0.00003692345,0.00001027823,0.00005099888,0.0001243615,0.5482607,0.00004506984,0.0002270397,0.3710322,0.000289556],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05923428,0.006805966,0.553601,0.02178746,0.003269363,0.0001437368,0.00001997952,0.002660703,0.3524775],"genre_scores_gemma":[0.9958091,0.002804778,0.000524122,0.00006473829,0.0003012579,0.0000116641,0.0000280532,0.00001917352,0.0004370649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9414139,"threshold_uncertainty_score":0.7312213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216106663233148,"score_gpt":0.2215168986295691,"score_spread":0.1999062323062543,"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."}}