{"id":"W4396824750","doi":"10.2139/ssrn.4825208","title":"Environmental Violations, Indigenous and Minority Population","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; University of Lethbridge","funders":"","keywords":"Indigenous; Population; Political science; Sociology; Demography; Ecology; Biology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00146262,0.0001735148,0.0001894517,0.0001161688,0.001015095,0.0001972009,0.0001789163,0.0003030568,0.00006350544],"category_scores_gemma":[0.00002082835,0.0001830088,0.0000869598,0.00004239055,0.0001486281,0.0001190162,0.0002365295,0.003454912,0.00004828474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003164647,"about_ca_system_score_gemma":0.001486532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726151,"about_ca_topic_score_gemma":0.01782924,"domain_scores_codex":[0.997363,0.0001751182,0.0002946243,0.0002710567,0.0004017412,0.001494499],"domain_scores_gemma":[0.9995388,0.00004185989,0.0001621199,0.0001083929,0.000005462655,0.0001433232],"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":[0.00005999208,0.0002896717,0.4627562,0.0009578876,0.0004480328,0.00002372636,0.05459908,0.0001280029,0.00004106736,0.3188345,0.0001872489,0.1616746],"study_design_scores_gemma":[0.0001666444,0.00009272155,0.1499518,0.0001793625,0.0002854163,0.00005768345,0.03459039,0.00003130297,0.000001253657,0.8111331,0.003137252,0.0003731281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285759,0.06813439,0.00007362461,0.0009071718,0.0005935712,0.0002968285,0.00002872705,0.00003941532,0.001350364],"genre_scores_gemma":[0.834979,0.1624641,0.0000505449,0.00008805515,0.0008937441,0.00001099658,0.00003272433,0.00001576664,0.0014651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4922986,"threshold_uncertainty_score":0.9988441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041447956537811,"score_gpt":0.2868392706576777,"score_spread":0.2764247910922996,"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."}}