{"id":"W4281482704","doi":"10.1007/978-981-19-0968-9_7","title":"Integrating 3D Modeling and GIS-Based Land Use and Multimodal Transport Accessibility Evaluation Model to Design and Retrofit Sustainable Bridges","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bridge (graph theory); Geographic information system; Interoperability; Computer science; Transport engineering; Retrofitting; Sustainability; Conceptual model; Building information modeling; Multimodal transport; Geospatial analysis; Land use; Systems engineering; Engineering; Construction engineering; Civil engineering; Database; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003521342,0.0007309275,0.0005749459,0.001050178,0.000289318,0.001370278,0.0008591903,0.0007903241,0.004234496],"category_scores_gemma":[0.0008218994,0.0004459945,0.001139829,0.00120892,0.0003022043,0.001130414,0.0007890271,0.0003347218,0.0008249446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008731272,"about_ca_system_score_gemma":0.001049022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02067373,"about_ca_topic_score_gemma":0.02239955,"domain_scores_codex":[0.999742,0.00005923376,0.00001842643,0.0000509932,0.0001018082,0.00002756297],"domain_scores_gemma":[0.9997935,0.00006645403,0.00001851973,0.00001972043,0.00009144779,0.00001054293],"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":[0.0000203466,0.00006792232,0.002173337,0.0000538712,0.00003391431,0.00005077303,0.00005648831,0.9380435,0.001868629,0.004162199,0.001020615,0.05244839],"study_design_scores_gemma":[0.00000167189,0.00001151641,0.0004253877,0.000007765255,0.00001175386,0.00001277367,0.00002278907,0.9965621,0.0005177608,0.001518776,0.000900593,0.000007124467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1105828,0.0004008151,0.8641849,0.0002816686,0.00006602966,0.0001224189,0.00147506,0.001543091,0.02134328],"genre_scores_gemma":[0.8408929,0.0004931682,0.1509359,0.0000724655,0.00001907424,0.0002360124,0.00138444,0.000185314,0.005780681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02067373,"threshold_uncertainty_score":0.04110676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03861210238115263,"score_gpt":0.2839254288061988,"score_spread":0.2453133264250462,"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."}}