{"id":"W2899132865","doi":"10.1371/journal.pone.0206097","title":"Threshold temperatures and thermal requirements of black soldier fly Hermetia illucens: Implications for mass production","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Direktion für Entwicklung und Zusammenarbeit; Bundesministerium für Wirtschaftliche Zusammenarbeit und Entwicklung; Styrelsen för Internationellt Utvecklingssamarbete; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre; Government of the Republic of Kenya; Government of the United Kingdom","keywords":"Hermetia illucens; Production (economics); Environmental science; Biology; Ecology","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":[0.0001104733,0.00006355286,0.00009228195,0.000007786309,0.0001465896,0.00001970207,0.00006304424,0.00004272407,0.00007434647],"category_scores_gemma":[0.00006221553,0.00002628714,0.00002182613,0.0001183654,0.0001071008,0.00007912864,0.00001624778,0.00002784025,0.00000503413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006252165,"about_ca_system_score_gemma":0.000003257001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004892479,"about_ca_topic_score_gemma":0.00003238027,"domain_scores_codex":[0.9995056,0.00001913538,0.0001071141,0.0001657885,0.0000825738,0.0001198161],"domain_scores_gemma":[0.9996612,0.00002637732,0.00005243927,0.00004994771,0.0001794624,0.00003057124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003204855,0.0001727755,0.006769216,0.00002390462,0.00002647605,2.172026e-8,0.00007878101,3.067256e-7,0.9910722,0.0005028167,0.0003771833,0.0009442315],"study_design_scores_gemma":[0.0001579923,0.0005085464,0.2944699,0.00006568369,0.00004639243,4.296831e-7,0.00006271501,0.0001712962,0.7030724,0.0009935416,0.0003309682,0.0001201163],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973665,0.00004218459,0.000003813962,0.001499236,0.00003756867,0.0004276162,0.00002821924,0.0000273453,0.0005674819],"genre_scores_gemma":[0.9987091,0.00003041229,0.0003074662,0.0001793789,0.0003250644,0.00003210541,0.00003870801,0.000001032882,0.0003767555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2879998,"threshold_uncertainty_score":0.1127463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0790844077559581,"score_gpt":0.2564383411263216,"score_spread":0.1773539333703635,"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."}}