{"id":"W2005123697","doi":"10.1111/j.0272-4332.2004.00416.x","title":"Discrimination, Vulnerability, and Justice in the Face of Risk","year":2004,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":237,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Vulnerability (computing); Environmental justice; Social vulnerability; Race (biology); Economic Justice; Psychology; Social psychology; Risk perception; Perception; Risk assessment; Environmental health; Criminology; Sociology; Political science; Psychological resilience; Medicine; Computer security; Gender studies","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":[0.001355304,0.0001402828,0.0001847453,0.0008358263,0.002025284,0.002356158,0.0002236736,0.0008670841,0.001439201],"category_scores_gemma":[0.008308703,0.00008300725,0.0001389115,0.0004518117,0.004322848,0.001242,0.002490239,0.001374009,0.00006417789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007437164,"about_ca_system_score_gemma":0.0006427994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876135,"about_ca_topic_score_gemma":0.003954177,"domain_scores_codex":[0.9981955,0.0009539222,0.00003870451,0.00009377686,0.0003599703,0.0003581892],"domain_scores_gemma":[0.9967338,0.00131838,0.0009799897,0.0001220974,0.0001785991,0.000667148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000336565,0.001229786,0.6146716,0.0001261586,0.0001510084,0.002693777,0.1322809,0.001553415,0.00200368,0.1110905,0.002977956,0.1308846],"study_design_scores_gemma":[0.00002938339,0.0004784646,0.6515866,0.0001763956,0.00005870027,0.002991659,0.1814441,0.00290898,0.000628336,0.1411292,0.01848909,0.00007909109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742047,0.0006997629,0.0005492329,0.002943757,0.00002560842,0.000007469774,0.000009705059,0.000002675688,0.0215569],"genre_scores_gemma":[0.9994801,0.0001258115,0.00007438328,0.00009145618,0.00001274728,0.000002059287,0.000002166549,4.874947e-7,0.0002109498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002356158,"threshold_uncertainty_score":0.007167637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228209831976035,"score_gpt":0.3420385560367847,"score_spread":0.3197564577170244,"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."}}