{"id":"W4402135242","doi":"10.1007/978-3-031-61539-9_13","title":"Life-Cycle Cost Analysis of the First All-Aluminum Bridge","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Bridge (graph theory); Life-cycle cost analysis; Engineering; Reliability engineering; Medicine; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001555149,0.0004916659,0.0007526705,0.0005341184,0.00002335188,0.00004025997,0.0004022437,0.0004626776,0.0005198864],"category_scores_gemma":[0.0002887686,0.0004211192,0.0005923574,0.0004498752,0.0000463302,0.00003834657,0.0001619484,0.001023623,0.00002206745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002600151,"about_ca_system_score_gemma":0.00003880752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003666983,"about_ca_topic_score_gemma":0.003186807,"domain_scores_codex":[0.9984236,0.000004894783,0.0005478152,0.0003951729,0.0003032103,0.0003252516],"domain_scores_gemma":[0.998596,0.0003864538,0.00005849294,0.0007976597,0.0000374624,0.0001239204],"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":[0.000003607772,0.00000308429,0.0001565414,0.0005474789,0.0005655602,0.00001005892,0.0002896159,0.9959196,0.0002796287,0.0008308779,0.0002154866,0.001178453],"study_design_scores_gemma":[0.0001752601,0.00001244437,0.002169689,0.0007306465,0.001248883,0.000004858892,9.153266e-7,0.8902945,0.0005417285,0.0008527637,0.1032344,0.0007339478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04009913,0.08677027,0.3621877,0.004913363,0.02868767,0.007516778,0.003312798,0.007758132,0.4587542],"genre_scores_gemma":[0.9984233,0.0001920685,0.00005534623,0.0001363674,0.0001650045,0.00002322315,0.00003749456,0.0001467808,0.0008203803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9583242,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179257364462383,"score_gpt":0.2092042689335137,"score_spread":0.1974116952888899,"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."}}