{"id":"W4328105098","doi":"10.1016/j.biortech.2023.128938","title":"Granular activated carbon remediates antibiotic resistance propagation and methanogenic inhibition induced by polystyrene nanoplastics in sludge anaerobic digestion","year":2023,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Anaerobic digestion; Chemistry; Methane; Food science; Sewage sludge; Adsorption; Microbiology; Sewage treatment; Waste management; Biology; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000260371,0.0001935007,0.0001980114,0.0004365977,0.0001078912,0.00001836699,0.0001086945,0.0003713197,0.00001352581],"category_scores_gemma":[0.0003151585,0.0001930025,0.00001873896,0.001787912,0.0002443686,0.00006578628,0.0001366992,0.0002354324,0.00004561078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877847,"about_ca_system_score_gemma":0.00001343408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799803,"about_ca_topic_score_gemma":0.0004396178,"domain_scores_codex":[0.9985877,0.00007087327,0.0002866633,0.0004570677,0.0001995485,0.0003980998],"domain_scores_gemma":[0.9995018,0.00008076264,0.0001427381,0.0002001494,0.00001077043,0.0000637976],"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":[0.0000352826,0.00003420868,0.01870606,0.00001425548,0.000003555535,0.00001127008,0.00006610548,0.00004661965,0.9797376,0.00009970443,0.0001443789,0.001100932],"study_design_scores_gemma":[0.0006646761,0.0001574228,0.08467947,0.00009336306,0.00002397206,0.000009205129,0.00008180516,0.002046767,0.9107719,0.0006259141,0.0005531168,0.0002923946],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984969,0.0001115085,0.0001622047,0.0004834501,0.00008946598,0.0002892703,0.00002565398,0.0002692756,0.00007219332],"genre_scores_gemma":[0.9994614,0.0001052773,0.0002058807,0.00001674573,0.00001349065,0.0000136468,0.00008762838,0.00002234723,0.00007355508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06896573,"threshold_uncertainty_score":0.7870412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00701938079163658,"score_gpt":0.1980627429867669,"score_spread":0.1910433621951304,"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."}}