{"id":"W3183377910","doi":"10.3920/jiff2021.0012","title":"Performance of black soldier fly frass fertiliser on maize (Zea mays L.) growth, yield, nutritional quality, and economic returns","year":2021,"lang":"en","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Direktoratet for Utviklingssamarbeid; Direktion für Entwicklung und Zusammenarbeit; Foreign, Commonwealth and Development Office; Government of the Republic of Kenya; Styrelsen för Internationellt Utvecklingssamarbete; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre; Rockefeller Foundation","keywords":"Frass; Hectare; Agronomy; Compost; Yield (engineering); Zea mays; Biology; Agriculture; Botany","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":[0.0002968801,0.0001088611,0.0002597743,0.00002417858,0.00009901976,0.00004844789,0.0001062293,0.00008352648,0.00004994658],"category_scores_gemma":[0.0001107886,0.00005022635,0.00008401934,0.00006825611,0.00007075431,0.0001038613,0.00006522222,0.000189657,0.000001174747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001718933,"about_ca_system_score_gemma":0.00002333005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005910491,"about_ca_topic_score_gemma":0.00006010308,"domain_scores_codex":[0.9991575,0.0000584409,0.0003704002,0.0001408446,0.0001429034,0.0001299079],"domain_scores_gemma":[0.9991347,0.0003324269,0.0002583898,0.00003680945,0.0001513263,0.00008639898],"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":[0.001008728,0.0003384916,0.08862415,0.0001399942,0.00009736072,0.0000306837,0.0002678895,0.000004938026,0.8999972,0.001062014,0.001183891,0.007244626],"study_design_scores_gemma":[0.0005835455,0.003847771,0.8836611,0.0005373963,0.00002636834,0.0003448726,0.0002833368,0.00009147541,0.1060089,0.004089912,0.0002994482,0.0002259215],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969621,0.0002190572,3.906083e-7,0.001680898,0.00008186605,0.0000450049,0.00002316591,0.00001366538,0.0009738308],"genre_scores_gemma":[0.9988416,0.0004456047,0.000200602,0.0002563166,0.0002127196,6.122881e-7,0.000004272591,0.000001275366,0.00003700716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.795037,"threshold_uncertainty_score":0.2048171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926983644030898,"score_gpt":0.2553329108617732,"score_spread":0.2160630744214642,"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."}}