{"id":"W4389108306","doi":"10.3934/environsci.2023042","title":"Investigation of the potential effect of encapsulated metal nanoparticles on enhancement of thermophilic anaerobic digestion","year":2023,"lang":"en","type":"article","venue":"AIMS environmental science","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Université de Liège; Fonds De La Recherche Scientifique - FNRS","keywords":"Nuclear chemistry; Chemistry; Methane; Catalysis; Substrate (aquarium); Materials science; Chemical engineering; 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":[0.00034981,0.0000766468,0.00009409033,0.00007309492,0.00005572653,0.00000345316,0.0001500793,0.00002494136,0.00002620842],"category_scores_gemma":[0.00001506822,0.00005263758,0.00004287561,0.0004917263,0.0005542401,0.0001184602,0.0000446806,0.00004164166,0.00001349517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005312412,"about_ca_system_score_gemma":0.000007160192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001410275,"about_ca_topic_score_gemma":6.775568e-7,"domain_scores_codex":[0.9991717,0.0000349784,0.0001858363,0.000134884,0.0003537393,0.0001188977],"domain_scores_gemma":[0.999707,0.0000137677,0.00007628786,0.000169149,0.000005043867,0.0000286819],"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":[0.000007539659,0.00001128586,0.001691438,0.000007798038,0.000006147042,9.918741e-8,0.0001119449,0.01149188,0.9847556,0.0001612325,0.000005870757,0.001749187],"study_design_scores_gemma":[0.000102702,0.0001718858,0.1910889,0.00002083209,0.0000114591,5.749835e-7,0.00002305888,0.001377836,0.8071218,0.0000389659,0.000004184806,0.0000378423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994615,0.00001954961,0.0000146181,0.00003920193,0.0002137176,0.0001723718,0.000004154604,0.00002704275,0.00004785208],"genre_scores_gemma":[0.9998847,0.00004228,0.00002048439,0.000004246654,0.000008304914,0.00000535209,0.00000519287,0.000005064558,0.00002436697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1893975,"threshold_uncertainty_score":0.2146498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005842499975398555,"score_gpt":0.1834450630087054,"score_spread":0.1776025630333068,"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."}}