{"id":"W4413313375","doi":"10.3390/insects16080851","title":"First Attempt at Synthetic Microbial Communities Design for Rearing Gnotobiotic Black Soldier Fly Hermetia illucens (Linnaeus) Larvae","year":2025,"lang":"en","type":"article","venue":"Insects","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Hermetia illucens; Biology; Larva; Zoology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003399151,0.0002140347,0.0002458047,0.00003568688,0.0007874012,0.0001046277,0.0003186589,0.0001763273,0.0003127118],"category_scores_gemma":[0.0001192482,0.0001037034,0.0001372742,0.000300722,0.0001645036,0.00007857096,0.0001586098,0.0001319642,0.00009820248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009318318,"about_ca_system_score_gemma":0.00001971811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004580973,"about_ca_topic_score_gemma":0.004421442,"domain_scores_codex":[0.9988127,0.0001528616,0.000243174,0.0002548865,0.0001105214,0.0004258426],"domain_scores_gemma":[0.9986081,0.001011608,0.00007583143,0.0001247636,0.0001100096,0.00006964908],"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":[0.0009242785,0.0005897964,0.007104121,0.0006406107,0.0002244861,0.00002469239,0.003976458,0.002735856,0.9242393,0.002251968,0.04556263,0.01172579],"study_design_scores_gemma":[0.004339469,0.002341836,0.1656954,0.002649956,0.0003915213,0.00007078308,0.002781008,0.0358048,0.4834591,0.003451617,0.2960753,0.002939136],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963107,0.00009733775,0.0002219583,0.000745073,0.0004315715,0.0007569331,0.00004092477,0.0001379869,0.001257505],"genre_scores_gemma":[0.9959132,0.00004921998,0.0001795284,0.001244163,0.00012475,0.0000452181,0.00007113974,0.000003511682,0.002369238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4407802,"threshold_uncertainty_score":0.6056133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486569259969256,"score_gpt":0.2296661082556026,"score_spread":0.1948004156559101,"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."}}