{"id":"W4408958964","doi":"10.1016/j.aqrep.2025.102777","title":"Effectiveness of Lignocellulose Nanofibers (LNCFS) for removing nitrite, nitrate, and phosphate from Gamishan wastewater","year":2025,"lang":"en","type":"article","venue":"Aquaculture Reports","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Iran National Science Foundation","keywords":"Nitrate; Nitrite; Phosphate; Wastewater; Nanofiber; Pulp and paper industry; Chemistry; Environmental chemistry; Waste management; Chemical engineering; Environmental science; Environmental engineering; Organic chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002797927,0.0003401638,0.0002644092,0.0003209013,0.0002734395,0.0002667463,0.0001671243,0.0002801928,0.0003468276],"category_scores_gemma":[0.0002003595,0.0001115313,0.0003359975,0.0001966992,0.0001515833,0.0003029775,0.000234873,0.0002113454,0.00009014172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841884,"about_ca_system_score_gemma":0.0002670471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003557722,"about_ca_topic_score_gemma":0.01348691,"domain_scores_codex":[0.9998313,0.00003038644,0.00001590285,0.00003061673,0.00005909939,0.00003262605],"domain_scores_gemma":[0.9999187,0.00001632534,0.00002114851,0.000005305644,0.00002730873,0.0000112325],"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":[0.00006998621,0.0000362677,0.001419046,0.0002072281,0.00001415013,0.0000944346,0.0000564444,0.0003742214,0.990858,0.000024473,0.00002090563,0.006824818],"study_design_scores_gemma":[0.000006348271,0.0006647705,0.01587647,0.00002632523,0.00004318347,0.0001999985,0.000187028,0.001731493,0.9798702,0.0000287648,0.001347979,0.00001739654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985878,0.000503489,0.0004330479,0.00002208402,0.000004247489,0.000009563315,0.00002105418,0.000006786433,0.0004119319],"genre_scores_gemma":[0.9947149,0.0009100031,0.003104122,0.00003521849,0.000004015898,0.00001660399,0.00007758617,0.000004228442,0.001133282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003557722,"threshold_uncertainty_score":0.007073998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006193143125788196,"score_gpt":0.2337909316829409,"score_spread":0.2275977885571527,"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."}}