{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001857955,0.00007866188,0.0002551904,0.00007273463,0.00007919766,0.0001193247,0.0001867024,0.00004390424,0.0004486229],"category_scores_gemma":[0.0003752581,0.00006100005,0.00005341378,0.0001354928,0.0003362772,0.0004005909,0.00006206048,0.0001319972,5.049702e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001643832,"about_ca_system_score_gemma":0.0001523517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000765134,"about_ca_topic_score_gemma":0.001186201,"domain_scores_codex":[0.9989504,0.0001103926,0.0003398184,0.0001267834,0.0003268305,0.000145724],"domain_scores_gemma":[0.9991936,0.0002773932,0.0002043336,0.00008369838,0.0001689559,0.00007199702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002861935,0.0001352651,0.9524328,0.00008640488,0.00006677019,0.0003016059,0.001389607,0.00002290301,0.002264244,0.0005978118,0.0005445674,0.04212946],"study_design_scores_gemma":[0.000547024,0.000131674,0.9505887,0.0002459871,0.00003262524,0.0002889677,0.01143439,0.00006169437,0.01220834,0.002457132,0.02169062,0.0003128162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634323,0.01080841,0.000002106278,0.001594968,0.0000821698,0.000004196226,0.000005606194,0.000002997613,0.02406726],"genre_scores_gemma":[0.9803234,0.01888644,0.0001109595,0.00007902984,0.00005293213,3.247094e-7,9.53733e-7,0.000003076068,0.0005428956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04181664,"threshold_uncertainty_score":0.4912106,"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."}}