{"id":"W4403650672","doi":"10.1007/s00550-024-00551-z","title":"Sustainability nexus AID: infrastructure resilience","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Resilience (materials science); Sustainability; Business; Environmental planning; Environmental resource management; Computer science; Environmental science; Materials science; Biology; Ecology","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":[0.00687161,0.0007765316,0.0003630769,0.004694605,0.002133589,0.008032333,0.001533039,0.001780806,0.04045649],"category_scores_gemma":[0.009541258,0.0002597254,0.0004285345,0.004706817,0.002145196,0.00455524,0.01313931,0.002486127,0.004686943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003878936,"about_ca_system_score_gemma":0.01107876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006041242,"about_ca_topic_score_gemma":0.005252278,"domain_scores_codex":[0.9958902,0.001791156,0.0001826557,0.0003107164,0.001253436,0.000571834],"domain_scores_gemma":[0.9938802,0.00180557,0.0004861093,0.0005186672,0.001836971,0.001472501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001068887,0.00009943997,0.008740481,0.001253514,0.00005341198,0.0003283612,0.001881407,0.005162985,0.0006076468,0.4558229,0.344085,0.1818579],"study_design_scores_gemma":[0.00001409553,0.00003368028,0.002477436,0.0006664216,0.00001472761,0.0001261219,0.002124446,0.001996783,0.0007842958,0.05693667,0.9348009,0.00002441207],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02383257,0.005273718,0.03368703,0.06433616,0.002873605,0.0006928483,0.01395399,0.002892867,0.8524572],"genre_scores_gemma":[0.6663125,0.008815646,0.1022554,0.00685238,0.001242869,0.002339114,0.02334121,0.0008781729,0.1879627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04045649,"threshold_uncertainty_score":0.1353404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002422481792048466,"score_gpt":0.234039495432275,"score_spread":0.2316170136402265,"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."}}