{"id":"W3197173898","doi":"10.3920/jiff2021.0013","title":"Economic and ecological values of frass fertiliser from black soldier fly agro-industrial waste processing","year":2021,"lang":"en","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Direktion für Entwicklung und Zusammenarbeit; Foreign, Commonwealth and Development Office; Deutscher Akademischer Austauschdienst; Government of the Republic of Kenya; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Styrelsen för Internationellt Utvecklingssamarbete; International Development Research Centre; Rockefeller Foundation","keywords":"Frass; Net income; Hermetia illucens; Agriculture; Agricultural science; Environmental science; Compost; Biochar; Raw material; Agronomy; Business; Biology; Waste management; Larva; Engineering; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002104467,0.0001137245,0.0003039167,0.00001782503,0.0001088726,0.00009400279,0.00008129517,0.0001536528,0.0002289859],"category_scores_gemma":[0.0001337471,0.00004643302,0.0000781229,0.00009247209,0.00008380824,0.0001764374,0.00005257118,0.000162495,0.000001762431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000166027,"about_ca_system_score_gemma":0.00005078176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003034691,"about_ca_topic_score_gemma":0.0001146098,"domain_scores_codex":[0.9991264,0.0001084355,0.0003399008,0.0001524697,0.0001272619,0.0001454686],"domain_scores_gemma":[0.9992814,0.0001830516,0.0002717097,0.00002566252,0.0001177291,0.0001204513],"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":[0.0009140975,0.0003775888,0.02605185,0.00004700917,0.0002129839,0.00007290283,0.001256574,0.00006256287,0.8999626,0.0001903782,0.001285551,0.06956588],"study_design_scores_gemma":[0.004096351,0.006547856,0.6853843,0.0004439444,0.0002168163,0.000192288,0.004612586,0.001334146,0.2883297,0.006131778,0.002129667,0.0005805553],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980232,0.0006593386,0.000001682178,0.0005488148,0.0002061892,0.00006367882,0.00001435889,0.000006233122,0.0004764942],"genre_scores_gemma":[0.9990073,0.0001469927,0.00004202964,0.0002371158,0.0005114491,5.403324e-7,0.000006424339,0.000001195819,0.00004696614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6593325,"threshold_uncertainty_score":0.2507235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368652942894512,"score_gpt":0.2250067359340603,"score_spread":0.2013202065051152,"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."}}