{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007943197,0.00008310127,0.0001032088,0.00006327877,0.00007421421,0.00002313466,0.00006097914,0.00007359384,0.00138846],"category_scores_gemma":[0.001349781,0.00005457872,0.00003119904,0.0001529661,0.0001949664,0.0005492383,0.000034491,0.00009540638,0.0001032797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001430749,"about_ca_system_score_gemma":0.00004149415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005101211,"about_ca_topic_score_gemma":0.00001390554,"domain_scores_codex":[0.9987774,0.000114412,0.0003190616,0.0001534851,0.000500254,0.0001353184],"domain_scores_gemma":[0.9991953,0.000117216,0.0003595185,0.00008191519,0.00008660468,0.0001594173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000286004,0.00003202243,0.1201272,0.000003004826,0.000008754944,0.000001940647,0.001347733,0.000002169986,0.8602793,0.0001820367,0.008635241,0.009352004],"study_design_scores_gemma":[0.00194227,0.0002735731,0.7840503,0.00005909329,0.00004055564,0.000190247,0.001169574,0.0002022593,0.2009579,0.002357366,0.008441052,0.0003157843],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830458,0.00002586817,0.002606685,0.01348889,0.0002066055,0.0001036984,0.000006088889,0.00001554444,0.0005008531],"genre_scores_gemma":[0.9949608,0.0005139126,0.003963927,0.00010584,0.0001879806,8.046046e-7,0.000003052003,0.000006452694,0.0002572296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6639231,"threshold_uncertainty_score":0.9995244,"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."}}