{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001678809,0.00009649074,0.00008497959,0.0002755073,0.0003216251,0.0003830496,0.0001165548,0.0001692233,0.001721625],"category_scores_gemma":[0.0006757418,0.00007499383,0.00007941526,0.0003195732,0.000216033,0.0002228889,0.0002431969,0.0001740119,0.0002027864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004239151,"about_ca_system_score_gemma":0.0003293332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01463527,"about_ca_topic_score_gemma":0.03730333,"domain_scores_codex":[0.9998446,0.00003318974,0.00001043627,0.00001966819,0.00003463027,0.00005737014],"domain_scores_gemma":[0.9991968,0.0001568649,0.0003884165,0.00001376396,0.00007097992,0.0001731387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002112251,0.00003460117,0.9965572,0.000005810263,0.000006172948,0.0002209826,0.0001999308,0.0001111933,0.0005964728,0.00006046753,0.00008524126,0.002100733],"study_design_scores_gemma":[4.157728e-7,0.00002023345,0.9990466,0.000003503437,0.000001408336,0.00006511815,0.0005093659,0.0001604237,0.00004188424,0.00001458281,0.0001348967,0.000001441479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995537,0.00002411236,0.00001616251,0.00002692844,3.321675e-7,0.000002362934,0.00005879037,4.56709e-7,0.0003171268],"genre_scores_gemma":[0.9996915,0.00004105511,0.0000323045,0.000003789183,6.905251e-7,0.000001579168,0.00005725779,2.731787e-7,0.0001714885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01463527,"threshold_uncertainty_score":0.02910018,"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."}}