{"id":"W3157995364","doi":"10.1186/s12915-021-01029-w","title":"Global population genetic structure and demographic trajectories of the black soldier fly, Hermetia illucens","year":2021,"lang":"en","type":"article","venue":"BMC Biology","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Bundesamt für Landwirtschaft; Austrian Science Fund; Direktion für Entwicklung und Zusammenarbeit; National Research Foundation; International Development Research Centre; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Hermetia illucens; Biology; Population; Evolutionary biology; Zoology; Genetics; Ecology; Demography; 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":[0.0002629985,0.0001259442,0.0001032724,0.0005518587,0.000177968,0.0002818781,0.0001501137,0.0001605247,0.0006248168],"category_scores_gemma":[0.0003784672,0.00006985445,0.0001380412,0.0004036247,0.000307247,0.000158062,0.0002165067,0.0001788313,0.00006237835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002444574,"about_ca_system_score_gemma":0.00009405742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008703412,"about_ca_topic_score_gemma":0.0147803,"domain_scores_codex":[0.9999237,0.00001279771,0.000003320559,0.00004094331,0.000006798402,0.0000124251],"domain_scores_gemma":[0.9997725,0.0000365366,0.0001018264,0.00002294471,0.00003085081,0.0000354242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001090539,0.00001602328,0.9877992,0.0000133242,0.0000749043,0.00008894478,0.000770971,0.0004335335,0.006172093,0.0001015984,0.00008958546,0.004330798],"study_design_scores_gemma":[0.000001601633,0.00002364167,0.9993541,0.000002609675,0.000009154424,0.00005406437,0.0001986585,0.000200417,0.0000444347,0.0000236224,0.00008617689,0.00000156737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997453,0.00003815965,0.00004116585,0.000006201472,3.253925e-7,0.000001150949,0.00008869795,9.730774e-7,0.00007796998],"genre_scores_gemma":[0.9994947,0.00004499904,0.0001048676,0.000004627199,0.000001103427,0.000002501131,0.0002799414,7.07983e-7,0.00006664561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008703412,"threshold_uncertainty_score":0.01730549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154870503926662,"score_gpt":0.2169838325082396,"score_spread":0.205435127468973,"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."}}