{"id":"W2169043687","doi":"10.1139/a11-018","title":"Azo dyes: past, present and the future","year":2011,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":721,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Component (thermodynamics); Natural history; Environmental science; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001791441,0.0004994794,0.000645792,0.0009050976,0.0007173383,0.003527268,0.0005653565,0.002526954,0.005719241],"category_scores_gemma":[0.001008545,0.0002030677,0.0002590883,0.001257824,0.001999364,0.00624,0.001024905,0.002465024,0.001719928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129396,"about_ca_system_score_gemma":0.001651618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127534,"about_ca_topic_score_gemma":0.00353611,"domain_scores_codex":[0.9995776,0.00009659498,0.00003429696,0.00006630131,0.0001465659,0.00007865085],"domain_scores_gemma":[0.9990523,0.0002592733,0.000128728,0.00002835786,0.000259299,0.0002719603],"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":[0.0002596525,0.0001261421,0.001556924,0.003990433,0.00003291793,0.00027643,0.0005278505,0.0003585878,0.006652469,0.02994492,0.06993125,0.8863423],"study_design_scores_gemma":[0.000008764368,0.0001452643,0.001905766,0.001408132,0.00002550016,0.0007265834,0.001209313,0.0001756256,0.001075942,0.01964967,0.9736332,0.00003622351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001109947,0.9763061,0.0003131269,0.01690354,0.001209348,0.000001529309,0.00002635633,0.00001749364,0.004112447],"genre_scores_gemma":[0.02236983,0.9659705,0.0008141918,0.004371304,0.001955718,0.000007215706,0.00003833912,0.000008993959,0.004463892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005719241,"threshold_uncertainty_score":0.01913279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097745531687913,"score_gpt":0.186875741518041,"score_spread":0.1658982862011619,"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."}}