{"id":"W4413618404","doi":"10.1016/j.aquaculture.2025.743110","title":"Impact of black soldier fly (Hermetia illucens) larvae meal on giant freshwater prawn (Macrobrachium rosenbergii): Antioxidant capacity, flesh quality, and myofiber development","year":2025,"lang":"en","type":"article","venue":"Aquaculture","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture","funders":"Jiangsu Agricultural Science and Technology Independent Innovation Fund; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; China Postdoctoral Science Foundation; Jiangsu Agricultural Science and Technology Innovation Fund","keywords":"Biology; Hermetia illucens; Macrobrachium rosenbergii; Prawn; Flesh; Fishery; Larva; Decapoda; Zoology; Crustacean; 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":[0.0003499128,0.0002984146,0.0003685258,0.00003193885,0.0002586961,0.0001007091,0.0001989419,0.0002480067,0.0003721203],"category_scores_gemma":[0.00006835614,0.0001076117,0.0001697047,0.0003609972,0.0001679004,0.00011925,0.0001250665,0.0002141424,0.00004592629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005982896,"about_ca_system_score_gemma":0.00003218737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005540116,"about_ca_topic_score_gemma":0.003750704,"domain_scores_codex":[0.9982883,0.0002105056,0.0003984802,0.0004128925,0.000294769,0.0003950111],"domain_scores_gemma":[0.9993633,0.0001058839,0.0001489993,0.00009543349,0.0001623296,0.0001240713],"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":[0.0001924831,0.0004031156,0.0179706,0.00009626249,0.0002145707,0.000008700818,0.001807241,0.00005741291,0.9509212,0.003126499,0.0151027,0.01009918],"study_design_scores_gemma":[0.0005365416,0.0002964102,0.9149367,0.0001415324,0.00003073358,0.00000696393,0.0001950973,0.0001268347,0.06263999,0.0003248792,0.02038436,0.0003799231],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994849,0.00006948429,0.00001018872,0.0008434407,0.0001184436,0.0003301573,0.000158784,0.00006099148,0.003559546],"genre_scores_gemma":[0.9965233,0.00003494131,0.0002735981,0.0008418263,0.00007365069,0.00000878445,0.0001515676,0.000002550238,0.002089778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8969662,"threshold_uncertainty_score":0.4388278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0265443007982038,"score_gpt":0.2816498935300721,"score_spread":0.2551055927318683,"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."}}