{"id":"W4412711483","doi":"10.1007/s12649-025-03246-8","title":"Impact of a Microbial and Physical Predigestion of Food Waste on the Black Soldier Fly Hermetia illucens (Linnaeus, 1758) Larvae Growth and Nutritional Composition","year":2025,"lang":"en","type":"article","venue":"Waste and Biomass Valorization","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Waterloo","funders":"Waalse Gewest","keywords":"Hermetia illucens; Larva; Composition (language); Biology; Food science; Chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00008835357,0.0001049186,0.0001386236,0.00003157293,0.0001243679,0.0000313317,0.00004072189,0.00007239445,0.000006055325],"category_scores_gemma":[0.00002643761,0.00004264982,0.00004966952,0.0002809548,0.0001398901,0.00008462497,0.00002583409,0.00004356277,3.004268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008974561,"about_ca_system_score_gemma":0.000008479971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004242068,"about_ca_topic_score_gemma":0.00001372124,"domain_scores_codex":[0.9993901,0.00009488955,0.0001474822,0.0001635674,0.0001042437,0.00009968055],"domain_scores_gemma":[0.9996163,0.0001388039,0.00008930144,0.00002814255,0.00009685561,0.00003059687],"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":[0.0001334476,0.0001646407,0.004319829,0.00006744473,0.00003335419,1.514571e-7,0.0001374868,0.000008985281,0.990379,0.003323706,0.0000767282,0.001355165],"study_design_scores_gemma":[0.0009047185,0.001992124,0.3606412,0.0002449957,0.00007844605,0.000004291177,0.0003236663,0.004856859,0.6290851,0.001674005,0.00001819931,0.0001763408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989247,0.00004071285,0.00006122403,0.0004076829,0.00004567325,0.0002518914,0.0001483012,0.00001183807,0.0001080237],"genre_scores_gemma":[0.9995293,0.00007229801,0.00001177677,0.00004387013,0.0001046613,0.000004294875,0.0002231006,0.000001003475,0.000009712438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3612939,"threshold_uncertainty_score":0.1739209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096617149019436,"score_gpt":0.2186853692372755,"score_spread":0.2077191977470811,"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."}}