{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008272901,0.0002330523,0.0001225166,0.0001323867,0.0002671194,0.0002390973,0.0001262401,0.0002505749,0.002065475],"category_scores_gemma":[0.0001432939,0.0001328372,0.0001563794,0.00007930145,0.0002158259,0.0001684335,0.0002054435,0.0003980967,0.0001583547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003405802,"about_ca_system_score_gemma":0.0002352607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006368173,"about_ca_topic_score_gemma":0.02704827,"domain_scores_codex":[0.9999459,0.000007765976,0.000002414077,0.00001350357,0.000008497179,0.00002194709],"domain_scores_gemma":[0.9998603,0.00001835957,0.00003156201,0.000006000448,0.00001226714,0.0000715092],"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":[0.01477641,0.002186961,0.1060236,0.000147591,0.0001438842,0.0006420381,0.0004643598,0.0001973518,0.8621876,0.0001166105,0.0002856498,0.0128278],"study_design_scores_gemma":[0.00006019099,0.00650187,0.9482404,0.00001069566,0.00007951638,0.0001490429,0.0005211619,0.0002702512,0.0435464,0.00003351488,0.0005782957,0.000008655553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998063,0.00003546969,0.000006131597,0.00001124704,0.00000123011,0.000001209218,0.00002691214,8.651123e-7,0.0001107536],"genre_scores_gemma":[0.9978498,0.00006519931,0.00005392316,0.00003951929,0.00000144818,0.000003399164,0.00008968334,0.000001228028,0.001895879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006368173,"threshold_uncertainty_score":0.01266217,"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."}}