{"id":"W2237598565","doi":"10.1007/978-3-662-05794-0_12","title":"Risk-Based Remediation of Contaminated Soil","year":2004,"lang":"en","type":"book-chapter","venue":"Soil biology","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Remedial action; Environmental remediation; Risk analysis (engineering); Environmental planning; Risk assessment; Environmental science; Remedial education; Contamination; Natural (archaeology); Risk management; Human health; Action plan; Environmental resource management; Computer science; Environmental health; Business; Ecology; Geography; Computer security; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003825819,0.0001416735,0.0003190592,0.00008569731,0.0002052993,0.000004757528,0.0001499283,0.0006783367,0.0008760326],"category_scores_gemma":[0.0001182047,0.0001433084,0.00009219635,0.00001943029,0.0009236252,0.00002827376,0.00002302071,0.0002589138,0.0001295071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360258,"about_ca_system_score_gemma":0.0004533233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005417481,"about_ca_topic_score_gemma":0.02132485,"domain_scores_codex":[0.9989844,0.00009552223,0.0003041435,0.000216225,0.0001496589,0.0002500573],"domain_scores_gemma":[0.9990973,0.0002120094,0.0004235583,0.0001431055,0.00004575027,0.00007824039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006981973,0.00005852851,0.008452683,0.0004499556,0.00006588085,0.000005796566,0.002698591,0.00005703051,0.00009987597,0.9774904,0.000640672,0.009910816],"study_design_scores_gemma":[0.004099095,0.001739246,0.02126261,0.001708094,0.001027153,0.000001008746,0.005069709,0.00003579011,0.001452315,0.4000196,0.5617241,0.001861272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01595819,0.003815181,0.00006294396,0.001214192,0.001087566,0.0004599952,0.0003453656,0.00008252652,0.976974],"genre_scores_gemma":[0.8725595,0.02594674,0.0001159138,0.001272013,0.000776126,0.00002539485,0.0006995568,0.00004472345,0.09856004],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.878414,"threshold_uncertainty_score":0.9965335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047478009514619,"score_gpt":0.2874567137882439,"score_spread":0.2669819336930977,"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."}}