{"id":"W4284968825","doi":"10.1016/j.jenvman.2022.115529","title":"Valorization of pretreated biogas digestate with black soldier fly (Hermetia illucens, L; Diptera: Stratiomyidae) larvae","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières; Institut National de la Recherche Scientifique; Université Laval","funders":"Universiteit Gent; Canada Research Chairs","keywords":"Digestate; Hermetia illucens; Anaerobic digestion; Biogas; Food waste; Pulp and paper industry; Organic matter; Biodegradable waste; Chemistry; Biofuel; Waste management; Food science; Agronomy; Biotechnology; Biology; Botany; Larva; Methane","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001879676,0.0001068407,0.0001389425,0.00003334571,0.0001376746,0.00002180621,0.0001453513,0.00001818215,0.001530512],"category_scores_gemma":[0.000001969911,0.00004648075,0.00006666889,0.0001886749,0.000056643,0.0001362236,0.0000866112,0.00008530314,0.000006411878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007977273,"about_ca_system_score_gemma":0.000002457114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007868709,"about_ca_topic_score_gemma":0.000006919188,"domain_scores_codex":[0.9989482,0.0001016057,0.0002784995,0.0001204521,0.0004165243,0.0001347641],"domain_scores_gemma":[0.9995595,0.00002106173,0.000315921,0.00004046514,0.00001085057,0.00005218007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001573803,0.003172455,0.1099266,0.00009390459,0.0008431384,0.0004042464,0.00150694,0.0204151,0.765713,0.001505407,0.002641278,0.09220419],"study_design_scores_gemma":[0.001099046,0.003164835,0.9573328,0.00003978146,0.0001514416,0.00003470961,0.002322522,0.0003439847,0.008005864,0.00009719943,0.02716447,0.0002433611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977911,0.00004174592,0.0000527525,0.0001453816,0.00008420854,0.0002189429,0.000041609,0.000007156501,0.001617103],"genre_scores_gemma":[0.9988186,0.0001419687,0.0001160375,0.00008370569,0.00003581889,0.000004634879,0.000055862,0.000001827469,0.0007414989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8474062,"threshold_uncertainty_score":0.9993822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004851336498786473,"score_gpt":0.1576328513226945,"score_spread":0.152781514823908,"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."}}