{"id":"W2559775379","doi":"10.1002/rem.21494","title":"Practical Perspectives of 1,4‐Dioxane Investigation and Remediation","year":2016,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; Dow Chemical Company; U.S. Environmental Protection Agency; U.S. Department of Defense","keywords":"1,4-Dioxane; Chlorinated solvents; Environmental remediation; Environmental chemistry; Environmental science; Waste management; Bioremediation; Laundry; Contamination; Chemistry; Sorption; Cosmetics; Biochemical engineering; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003704832,0.001319164,0.0007977027,0.001290611,0.001022026,0.002626674,0.001613411,0.003353457,0.005544672],"category_scores_gemma":[0.001532977,0.0004411241,0.0006450911,0.0007852588,0.001968591,0.003812364,0.001682448,0.002537312,0.001653116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161195,"about_ca_system_score_gemma":0.0025322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0014429,"about_ca_topic_score_gemma":0.003171648,"domain_scores_codex":[0.9982165,0.0005466908,0.00006671067,0.0002376965,0.0007702576,0.0001620936],"domain_scores_gemma":[0.9985883,0.0005112856,0.0001333019,0.00009512351,0.0005175468,0.0001543406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005009539,0.001032055,0.004570205,0.005380997,0.00006269605,0.001947408,0.0009700809,0.006472348,0.2922562,0.06408426,0.03584474,0.5868781],"study_design_scores_gemma":[0.000123516,0.002493096,0.003042264,0.001201086,0.0001243252,0.004408882,0.004767007,0.01081436,0.1711325,0.07488121,0.7267987,0.0002131904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07141485,0.4760486,0.2377651,0.1360742,0.003653149,0.0005731927,0.000559276,0.001021863,0.07288989],"genre_scores_gemma":[0.2780333,0.3885006,0.2934863,0.008571637,0.002518282,0.0004958884,0.0005934712,0.0001523478,0.02764822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005544672,"threshold_uncertainty_score":0.01959324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790554911629344,"score_gpt":0.2538344993166698,"score_spread":0.2359289502003764,"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."}}