{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003024097,0.00006958588,0.0001032329,0.000003529038,0.00008600875,0.00000937196,0.00006917564,0.0001193341,0.000141452],"category_scores_gemma":[0.00005651559,0.00002292174,0.00004909945,0.0003089357,0.0001307261,0.00001464059,0.00004477681,0.00003404858,5.654329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005462255,"about_ca_system_score_gemma":0.000007339442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001495987,"about_ca_topic_score_gemma":0.006583082,"domain_scores_codex":[0.999411,0.0001733123,0.0001057727,0.0001502254,0.00004305758,0.0001166622],"domain_scores_gemma":[0.9997818,0.00005360359,0.00005062438,0.00004276833,0.00004660989,0.00002461593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000765562,0.000008093839,0.9291672,0.000008053395,0.000005972548,2.340046e-7,0.00002055486,0.00001203298,0.06392019,0.001412071,0.0000293352,0.005408591],"study_design_scores_gemma":[0.00006710568,0.00004482393,0.9949002,0.000004331159,0.000009760525,0.00001025257,0.00004288289,0.00008000525,0.001648885,0.002638923,0.0004978944,0.00005492268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991214,0.000294965,0.00001132694,0.0001323829,0.0001974808,0.00007802337,0.00007068187,0.00001219138,0.00008157741],"genre_scores_gemma":[0.999554,0.00003135812,0.0001094784,0.000144878,0.00007905919,9.815601e-7,0.00005656585,3.670059e-7,0.00002327802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.065733,"threshold_uncertainty_score":0.3673514,"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."}}