{"id":"W4400606876","doi":"10.53555/sfs.v7i3.2871","title":"Dye Effluent: Challenges And Opportunities","year":2021,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Dye analysis and toxicity","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Environmental science; Business; Waste management; Pulp and paper industry; Environmental engineering; Engineering","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":[0.002634482,0.000556529,0.0009713147,0.0007744779,0.000973888,0.004122161,0.00169234,0.004253906,0.01028127],"category_scores_gemma":[0.001482915,0.0002115192,0.0006155745,0.0009722294,0.001585068,0.005239734,0.002571305,0.00254514,0.002688758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059585,"about_ca_system_score_gemma":0.003157495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000987608,"about_ca_topic_score_gemma":0.002277049,"domain_scores_codex":[0.9985551,0.0002886649,0.00008541834,0.0003081397,0.0005298847,0.0002327485],"domain_scores_gemma":[0.9976307,0.0006113687,0.0002336041,0.00009282459,0.0009589056,0.0004726432],"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":[0.0004964983,0.0008105588,0.005400784,0.01046978,0.0001013702,0.002486271,0.0008430897,0.005192828,0.02919256,0.0700238,0.1005028,0.7744796],"study_design_scores_gemma":[0.00003953572,0.0007371443,0.003981578,0.002609828,0.00006375799,0.003864777,0.01112331,0.008307126,0.0108374,0.07967708,0.8786104,0.0001481269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05154378,0.6314681,0.03017578,0.2384182,0.005356361,0.0001180242,0.0005878453,0.0004077162,0.04192424],"genre_scores_gemma":[0.2990977,0.6081536,0.03064767,0.02255814,0.006959121,0.0002021639,0.0006792726,0.0001026867,0.03159972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01028127,"threshold_uncertainty_score":0.03439426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3477630790381328,"score_gpt":0.2921184362162131,"score_spread":0.05564464282191967,"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."}}