{"id":"W4415950796","doi":"10.1016/j.partic.2025.10.021","title":"Tunable carbon release from melt-blended carbon source particles for simultaneous denitrification in low-C/N wastewater","year":2025,"lang":"en","type":"article","venue":"Particuology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Ningbo Municipal Bureau of Science and Technology","keywords":"Denitrification; Carbon fibers; Nitrate; Dissolution; Wastewater; Porosity; Carbon source; Diffusion","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":[0.000136905,0.000407687,0.0002549585,0.0002158082,0.0002101041,0.0003987972,0.0002117922,0.0004540501,0.0008918802],"category_scores_gemma":[0.0002028531,0.0001590098,0.0002864428,0.0001863032,0.0001573891,0.000312719,0.0002277947,0.0004147623,0.000260175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003592125,"about_ca_system_score_gemma":0.0001828024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000871704,"about_ca_topic_score_gemma":0.002875892,"domain_scores_codex":[0.9998518,0.000009387135,0.00001043021,0.00004389271,0.00005569865,0.00002869337],"domain_scores_gemma":[0.9999158,0.00001990215,0.00001941601,0.000007032088,0.00002219846,0.00001566458],"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":[0.00005647241,0.0000123178,0.00005304754,0.0000190774,0.0000028367,0.00001745642,0.000008992261,0.00009948871,0.9985887,0.00002771745,0.00002400002,0.001089877],"study_design_scores_gemma":[0.000003898124,0.00004707673,0.0004649023,0.000001714145,0.000004505545,0.00001261987,0.000007443905,0.000739819,0.9983935,0.000007190426,0.0003139522,0.000003277813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957586,0.0004182067,0.002212656,0.00004153496,0.00003625433,0.00001228554,0.0001493619,0.0000780644,0.001293159],"genre_scores_gemma":[0.9964601,0.000180077,0.001643845,0.00002186036,0.000006965994,0.00001495814,0.00009927853,0.00002962221,0.001543328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008918802,"threshold_uncertainty_score":0.002983689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008261906944921654,"score_gpt":0.2223571549212638,"score_spread":0.2140952479763421,"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."}}