{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009192005,0.0002131786,0.0001752305,0.0001392006,0.00009592104,0.0002515839,0.0001529045,0.0001873492,0.0005052947],"category_scores_gemma":[0.0001831096,0.0001090688,0.0002213119,0.00009182982,0.0001053092,0.0001560146,0.0001221988,0.0002073716,0.00008823559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004220424,"about_ca_system_score_gemma":0.0001391213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878647,"about_ca_topic_score_gemma":0.01161839,"domain_scores_codex":[0.9999508,0.000006751563,0.000003271213,0.00001706702,0.00001115161,0.00001100163],"domain_scores_gemma":[0.9998777,0.00003415272,0.00004475709,0.000006797468,0.00001694802,0.00001973109],"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":[0.0005285146,0.00007102813,0.09623178,0.00009722775,0.00003435803,0.0001018759,0.0001051018,0.004571553,0.8923058,0.0001299164,0.0001066703,0.005716098],"study_design_scores_gemma":[0.0000098413,0.000466999,0.9237455,0.0000101033,0.00003175914,0.0001742478,0.0002453675,0.01076667,0.06391484,0.0001567895,0.0004558269,0.00002209213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991785,0.0001600894,0.0003157863,0.00001323334,6.493652e-7,0.000001694159,0.0001650967,0.00000451811,0.0001605506],"genre_scores_gemma":[0.9990234,0.0001049324,0.0003427344,0.000009484697,8.156395e-7,0.000004557922,0.0002946043,0.000003721125,0.0002157024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005878647,"threshold_uncertainty_score":0.01168889,"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."}}