{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001620869,0.0001027845,0.0002336129,0.000006311967,0.00007561338,0.00002794645,0.00006469402,0.00009624494,0.0001116893],"category_scores_gemma":[0.0001398686,0.00004565562,0.0000387347,0.0001213595,0.00007368552,0.00005605487,0.00005245973,0.00005131347,0.000004210803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006747469,"about_ca_system_score_gemma":0.00000468011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004332663,"about_ca_topic_score_gemma":0.00005512292,"domain_scores_codex":[0.9991644,0.00007072772,0.0001971397,0.0002337692,0.0001685093,0.0001654467],"domain_scores_gemma":[0.9995728,0.0001341474,0.00008559314,0.00003060876,0.00006155555,0.0001152587],"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":[0.0002378031,0.0001800193,0.001474885,0.00008509043,0.00004354639,1.799456e-7,0.0002022268,1.789728e-7,0.9957144,0.00007440857,0.0001264354,0.001860845],"study_design_scores_gemma":[0.0007046075,0.0006362871,0.005718935,0.00004041636,0.00003831568,5.476113e-8,0.0002459878,0.0002308299,0.9920269,0.00005357922,0.0001808173,0.0001233123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975308,0.0000709523,0.00002046016,0.00168337,0.00002846002,0.0004428437,0.00009178184,0.00002635722,0.0001049732],"genre_scores_gemma":[0.9991988,0.00003871847,0.00008430607,0.000342523,0.0002055807,0.00001649993,0.00003939944,0.000001176253,0.00007302421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00424405,"threshold_uncertainty_score":0.1861782,"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."}}