{"id":"W2993012600","doi":"","title":"Study on treatment and re-use of wash water effluent form textile processing by membrane techniques.","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Dye analysis and toxicity","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Environmental science; Reuse; Reverse osmosis; Waste management; Water treatment; Textile; Wastewater; Surface water; Sewage treatment; Pulp and paper industry; Dyeing; Environmental engineering; Chemistry; Membrane; Engineering; Materials science","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":[0.0002182332,0.0001625727,0.0002376975,0.00006669344,0.0001953651,0.0001103356,0.000204347,0.00004081208,0.00003095061],"category_scores_gemma":[0.000005056311,0.00009888403,0.0000341135,0.0001441169,0.0001494318,0.0001493678,0.00005275701,0.00006673749,0.000002654047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034143,"about_ca_system_score_gemma":0.00002548112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002486577,"about_ca_topic_score_gemma":0.000005983191,"domain_scores_codex":[0.9986658,0.000003402102,0.0002166911,0.0004650359,0.0003766126,0.0002725272],"domain_scores_gemma":[0.9994346,0.00001145023,0.00007112226,0.0003609158,0.00003671354,0.00008516679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002294579,0.0006389008,0.0001655758,0.00000876779,0.000006657762,0.000001236059,0.001481374,0.0000174464,0.9427112,0.00001345518,0.00001226254,0.05492017],"study_design_scores_gemma":[0.0002924488,0.0001349473,0.0002299879,0.00001362855,0.00002919265,7.66983e-7,0.0001373579,0.004133875,0.9944768,0.0002662917,0.0001595464,0.0001251357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896212,0.00001263033,0.0005034308,0.00004890495,0.000002423036,0.0001758721,0.000005004333,0.00005464046,0.009575924],"genre_scores_gemma":[0.9991046,0.000007133063,0.0002263829,0.00008211833,0.000009663271,0.0000275594,0.000003448758,0.000007070046,0.0005320306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05479503,"threshold_uncertainty_score":0.4032374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359004455791161,"score_gpt":0.2694355370240755,"score_spread":0.2458454924661639,"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."}}