{"id":"W2613446294","doi":"10.1016/j.jenvman.2017.05.010","title":"Simple screening protocol for identification of potential mycoremediation tools for the elimination of polycyclic aromatic hydrocarbons and phenols from hyperalkalophile industrial effluents","year":2017,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Pyrene; Guaiacol; Basidiomycota; Laccase; Chrysosporium; Biodegradation; Phenanthrene; Food science; Trametes versicolor; Chemistry; Phanerochaete; Environmental chemistry; Polycyclic aromatic hydrocarbon; Phenol; Phenols; Organic chemistry; Biology; Botany; Lignin","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":[0.0004236964,0.00008403707,0.0001445451,0.00002381334,0.0002038412,0.00007870149,0.0002443048,0.000052086,0.000007695089],"category_scores_gemma":[0.0001192288,0.00003855825,0.00008636863,0.00002781684,0.00006131741,0.0004014378,0.00005610589,0.00004879746,3.507234e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002950678,"about_ca_system_score_gemma":0.00000201781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002059697,"about_ca_topic_score_gemma":0.000006519757,"domain_scores_codex":[0.9989294,0.00003290895,0.0005332241,0.0001126853,0.0002991509,0.00009265001],"domain_scores_gemma":[0.9982504,0.0002266548,0.001402804,0.00008413391,0.000006407371,0.00002959285],"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":[0.0004524298,0.0002570043,0.005971196,0.00002272797,0.0001864456,4.990785e-7,0.00007904035,0.000105503,0.7156723,0.00002922262,0.0001494244,0.2770742],"study_design_scores_gemma":[0.002315947,0.0004699097,0.9528131,0.00006649017,0.0002110853,9.770692e-7,0.000568936,0.00276494,0.03844849,0.001754078,0.0004937532,0.00009224913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818867,0.00001425025,0.001343931,0.0003942862,0.00009614585,0.01617275,0.000082127,0.000002454793,0.000007395333],"genre_scores_gemma":[0.99627,0.0000156145,0.0004811034,0.00001352275,0.0002242128,0.002891927,0.00008917075,0.000001785935,0.0000126576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.946842,"threshold_uncertainty_score":0.157236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04363008937820367,"score_gpt":0.2620671932602514,"score_spread":0.2184371038820477,"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."}}