{"id":"W3080438153","doi":"10.1371/journal.pone.0238154","title":"Biochar and gypsum amendment of agro-industrial waste for enhanced black soldier fly larval biomass and quality frass fertilizer","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Direktion für Entwicklung und Zusammenarbeit; Bundesministerium für Wirtschaftliche Zusammenarbeit und Entwicklung; Styrelsen för Internationellt Utvecklingssamarbete; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre; Government of the Republic of Kenya; Government of the United Kingdom","keywords":"Biochar; Frass; Compost; Amendment; Hermetia illucens; Fertilizer; Agronomy; Gypsum; Raw material; Biomass (ecology); Slash-and-char; Chemistry; Environmental science; Pulp and paper industry; Biology; Botany; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001113996,0.0004495528,0.0004096661,0.0003851684,0.0001792581,0.0003667904,0.0002042779,0.0002970491,0.0006116804],"category_scores_gemma":[0.0001018873,0.0001393007,0.0004460585,0.0002927475,0.0001188167,0.0001726344,0.0002234042,0.0002863237,0.0001483081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094911,"about_ca_system_score_gemma":0.0002799968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003201791,"about_ca_topic_score_gemma":0.008936916,"domain_scores_codex":[0.9998579,0.00001524821,0.00001872113,0.00003175238,0.0000429542,0.00003348126],"domain_scores_gemma":[0.9999212,0.000008736954,0.00002606699,0.000004923826,0.00002085942,0.00001814193],"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":[0.0002031765,0.00005683866,0.000638902,0.0001096758,0.00001314483,0.0000599953,0.00001290931,0.0002135343,0.9967577,0.00001654716,0.00001791953,0.001899612],"study_design_scores_gemma":[0.00001486139,0.001028044,0.0142751,0.0000269534,0.0000591835,0.00008156255,0.00006509478,0.0006045394,0.9822469,0.00002221427,0.001564927,0.00001064643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977877,0.0007915349,0.0004169089,0.00001814931,0.00001269288,0.00001932879,0.0002762075,0.00002035093,0.0006570768],"genre_scores_gemma":[0.9962774,0.0007144167,0.001175513,0.00002446736,0.000003766076,0.00002163268,0.0003231428,0.00001177343,0.00144776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003201791,"threshold_uncertainty_score":0.006366313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165354883057021,"score_gpt":0.2519547775754711,"score_spread":0.08659989451845015,"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."}}