{"id":"W3217083785","doi":"10.3920/jiff2021.0066","title":"Determinants of profitability of black soldier fly farming enterprise in Kenya","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":12,"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; Government of the Republic of Kenya; Styrelsen för Internationellt Utvecklingssamarbete; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre; Rockefeller Foundation","keywords":"Gross margin; Profitability index; Business; Agriculture; Agricultural science; Margin (machine learning); Agricultural economics; Economics; Geography; Finance","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":[0.0003341821,0.00007798471,0.00028298,0.00002629675,0.00002912455,0.00001341638,0.00008149281,0.00006572273,0.00006014125],"category_scores_gemma":[0.0002469375,0.0000325344,0.00008745183,0.0002318633,0.00006008135,0.0001054922,0.00003967193,0.00009920936,4.541064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001113644,"about_ca_system_score_gemma":0.00003280896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003402504,"about_ca_topic_score_gemma":0.0002636619,"domain_scores_codex":[0.9990866,0.0001041486,0.0004309641,0.00009608897,0.0001609409,0.000121326],"domain_scores_gemma":[0.9992674,0.0001246938,0.0003034193,0.00003253165,0.0002114028,0.00006054044],"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":[0.0002668828,0.0003286743,0.2896421,0.0001155818,0.00001999842,0.00003873922,0.001219951,0.000005273882,0.6787876,0.00004999881,0.00001970475,0.02950554],"study_design_scores_gemma":[0.0005452298,0.001421722,0.7669287,0.0002173585,0.00001268917,0.00006237491,0.0007294935,0.00007552285,0.2293645,0.0004637207,0.0000969216,0.00008172556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991475,0.0002560866,0.00000148829,0.00008149854,0.00009569592,0.00007340615,0.000006207982,0.000002112713,0.0003359842],"genre_scores_gemma":[0.9997427,0.00008719083,0.00003578636,0.0000608338,0.0000448972,4.57567e-7,0.000001135558,6.93062e-7,0.0000263185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4772866,"threshold_uncertainty_score":0.1326714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537078597076944,"score_gpt":0.2435910577944542,"score_spread":0.2282202718236848,"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."}}