{"id":"W4414089341","doi":"10.7771/3067-4883.1745","title":"Integrating Nature-Based Solutions for Urban Resilience in the Pursuit of Sustainable Built Environments","year":2025,"lang":"en","type":"article","venue":"CIB Conferences","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Resilience (materials science); Urban resilience; Urban planning; Green infrastructure; Process (computing); Adaptation (eye); Climate change; Climate resilience; Stormwater management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001931422,0.0004702028,0.0002431983,0.001737005,0.001232015,0.003854972,0.0008053849,0.001876312,0.003785943],"category_scores_gemma":[0.001499107,0.0001578246,0.0004838064,0.00179713,0.004368961,0.004419047,0.003773744,0.001487039,0.000587632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003323772,"about_ca_system_score_gemma":0.004854926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964413,"about_ca_topic_score_gemma":0.01009267,"domain_scores_codex":[0.9988056,0.000526986,0.00006394026,0.00009181564,0.0003848783,0.0001268497],"domain_scores_gemma":[0.9990872,0.000479655,0.000091488,0.00007866349,0.0001860327,0.00007693255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001351461,0.00007079881,0.001143133,0.003680454,0.00004683864,0.0004915386,0.003644237,0.005315449,0.00293145,0.681471,0.00950598,0.2916854],"study_design_scores_gemma":[0.000003848353,0.0000757866,0.00164746,0.002771203,0.00003979826,0.0004429889,0.008147155,0.001565301,0.002217065,0.1406807,0.8423767,0.00003187862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04382518,0.2912734,0.08390076,0.09584115,0.002463291,0.0003133634,0.0001551248,0.000230217,0.4819975],"genre_scores_gemma":[0.5426294,0.3532986,0.06134769,0.009170298,0.0007362257,0.0003299363,0.0001392108,0.00009420103,0.03225455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003854972,"threshold_uncertainty_score":0.0241158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302945051180726,"score_gpt":0.2501200999312762,"score_spread":0.2370906494194689,"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."}}