{"id":"W2496868473","doi":"10.1201/9780203885307-22","title":"Life cycle deterioration and cost comparison of bridge deck designs including rehabilitation strategies","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Bridge deck; Rehabilitation; Deck; Structural engineering; Engineering; Computer science; Physical medicine and rehabilitation; Medicine; Physical therapy; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113836,0.0004736103,0.0004491624,0.002245614,0.0002540425,0.0006180074,0.0006526504,0.0003406378,0.004672699],"category_scores_gemma":[0.00214035,0.0001973528,0.0006248674,0.001663701,0.0001754422,0.0009136913,0.0002376351,0.0002560655,0.000871854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001872898,"about_ca_system_score_gemma":0.000481661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006008605,"about_ca_topic_score_gemma":0.01539498,"domain_scores_codex":[0.9995346,0.00007620666,0.00002644358,0.00005571062,0.0002629297,0.0000440535],"domain_scores_gemma":[0.9983335,0.0006177426,0.0001348847,0.0001226737,0.0007430748,0.00004815967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0024169,0.0006981567,0.07129169,0.001171188,0.0002469577,0.0003140797,0.000405753,0.43951,0.02468435,0.004637853,0.01455447,0.4400686],"study_design_scores_gemma":[0.0001192598,0.008899088,0.4635723,0.0002423542,0.0006017997,0.0008842172,0.001406856,0.4392143,0.04732583,0.006491112,0.03102626,0.0002166412],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665249,0.002401526,0.003924359,0.00007276922,0.00004240052,0.0001293508,0.006514663,0.0001191989,0.02027073],"genre_scores_gemma":[0.9763204,0.0009623509,0.005129604,0.00001657783,0.000005982232,0.00008154536,0.006529059,0.00005468497,0.01089979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006008605,"threshold_uncertainty_score":0.01563174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08477417450727635,"score_gpt":0.3002260550806814,"score_spread":0.215451880573405,"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."}}