{"id":"W2107563286","doi":"10.1061/40972(311)116","title":"Uncertainty Representation in Health Risk Assessment of Contaminated Sites","year":2008,"lang":"en","type":"article","venue":"GeoCongress 2008","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Risk assessment; Vagueness; Risk analysis (engineering); Percentile; Identification (biology); Exposure assessment; Hazard; Hazard analysis; Computer science; Statistics; Environmental health; Reliability engineering; Mathematics; Engineering; Medicine; Artificial intelligence; Fuzzy logic","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":[0.007796417,0.0008777986,0.001396338,0.002857743,0.0007486781,0.002800864,0.001515028,0.001676827,0.0009444287],"category_scores_gemma":[0.02594924,0.0005062893,0.00148879,0.001933495,0.002046176,0.003120918,0.002066215,0.001379073,0.0001004746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001868277,"about_ca_system_score_gemma":0.001070624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003341616,"about_ca_topic_score_gemma":0.001492047,"domain_scores_codex":[0.9949356,0.002548025,0.0002610021,0.0004298385,0.001547434,0.000277972],"domain_scores_gemma":[0.9831859,0.01408324,0.001198021,0.0004679546,0.0009346139,0.0001302635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001075849,0.00002880197,0.002248428,0.0002324981,0.0001282867,0.0004405908,0.0003771718,0.8353003,0.001085734,0.132085,0.0004421083,0.02752345],"study_design_scores_gemma":[0.00001228486,0.00006983003,0.001142932,0.0001113021,0.00006581085,0.0001805665,0.0001811158,0.7057661,0.001190806,0.2899762,0.001239291,0.00006382025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08812103,0.003129286,0.8999758,0.001215926,0.00007419565,0.0001008489,0.0002313372,0.00009082175,0.007060737],"genre_scores_gemma":[0.9263937,0.001790421,0.07037019,0.0001441178,0.0001434183,0.0001716255,0.0001738148,0.00002596501,0.0007866066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007796417,"threshold_uncertainty_score":0.04123193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.106398701073968,"score_gpt":0.4302844834097693,"score_spread":0.3238857823358013,"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."}}