{"id":"W4416528858","doi":"10.1007/s13412-025-01063-y","title":"A multidisciplinary approach to understanding vulnerability and building climate resilience to levee failures and flooding in historically marginalized communities","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Studies and Sciences","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Flood myth; Sustainability; Vulnerability (computing); Environmental justice; Context (archaeology); Psychological resilience; Climate change; Citizen journalism; Climate justice; Sustainable development","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":[],"consensus_categories":[],"category_scores_codex":[0.001192177,0.000127729,0.0002467469,0.0001535398,0.000610018,0.00006639223,0.0001716966,0.00001950943,0.00001294506],"category_scores_gemma":[0.00002680418,0.000095168,0.00002043213,0.0002226359,0.0006898705,0.0002523688,0.001114238,0.00009846276,5.450277e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530869,"about_ca_system_score_gemma":0.000003855105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001740911,"about_ca_topic_score_gemma":0.0002848258,"domain_scores_codex":[0.9989294,0.00008153565,0.0002751895,0.0002262155,0.000258116,0.0002295128],"domain_scores_gemma":[0.9996228,0.0001272447,0.00008809312,0.00007143174,0.000001427218,0.00008905955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009677152,0.0001748138,0.9715067,0.0000820935,0.0000395002,0.000007191877,0.009275712,0.004394227,0.004746432,0.004176445,0.0003157631,0.005184333],"study_design_scores_gemma":[0.0007761646,0.0005720146,0.8913503,0.0002436192,0.00003949109,0.00001521694,0.09935837,0.00174117,0.00007193954,0.004036753,0.00152736,0.0002676241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924039,0.001431375,0.001798824,0.001479847,0.00006317998,0.000213692,0.000001055499,0.000004033541,0.002604127],"genre_scores_gemma":[0.9727969,0.001911432,0.02507214,0.00009074263,0.000006856076,0.000007226903,4.699088e-8,0.000003685019,0.0001109769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09008266,"threshold_uncertainty_score":0.4691827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05544106507719217,"score_gpt":0.3191060591459637,"score_spread":0.2636649940687716,"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."}}