{"id":"W2903314992","doi":"10.7717/peerj.5885","title":"Effects of waste stream combinations from brewing industry on performance of Black Soldier Fly, <i>Hermetia illucens</i> (Diptera: Stratiomyidae)","year":2018,"lang":"en","type":"article","venue":"PeerJ","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sociale en Geesteswetenschappen, NWO; Australian Centre for International Agricultural Research; Bundesministerium für Wirtschaftliche Zusammenarbeit und Entwicklung; Direktion für Entwicklung und Zusammenarbeit; Styrelsen för Internationellt Utvecklingssamarbete; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre","keywords":"Hermetia illucens; Brewing; Environmental science; Toxicology; Waste management; Biology; Ecology; Food science; Engineering; Larva","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":[0.0001085914,0.0001189126,0.0001832886,0.00001814297,0.000116024,0.00001905203,0.0001507746,0.0001558366,0.0003206633],"category_scores_gemma":[0.00006217826,0.000054376,0.00005936013,0.0002682285,0.0001458531,0.0001082821,0.00003617749,0.0001397566,0.00003155692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000124181,"about_ca_system_score_gemma":0.000009635496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000154922,"about_ca_topic_score_gemma":0.00008339074,"domain_scores_codex":[0.9991503,0.00006953056,0.0002068198,0.0001793669,0.000224403,0.0001696173],"domain_scores_gemma":[0.9993428,0.0002489499,0.0001266682,0.00006699963,0.0001589369,0.00005564146],"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":[0.00006079676,0.0003610124,0.0165749,0.00005890171,0.00003243868,0.000001238912,0.0004681215,0.000042231,0.9535195,0.0004213869,0.001127716,0.02733176],"study_design_scores_gemma":[0.0003537721,0.0008310285,0.4168312,0.0001260172,0.0000210929,3.78382e-7,0.0001181005,0.001823718,0.5792398,0.00006161007,0.0004755548,0.0001176639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955239,0.00001651856,0.000004572868,0.0001411765,0.0001866986,0.0001811536,0.00004748453,0.00002778186,0.003870772],"genre_scores_gemma":[0.9992183,0.000009123655,0.00002701016,0.0001836203,0.0002068611,0.00000471145,0.00006398018,0.00000140516,0.0002850115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4002563,"threshold_uncertainty_score":0.3511038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011321961432308,"score_gpt":0.2113049990732295,"score_spread":0.1999830376409215,"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."}}