{"id":"W4388840984","doi":"10.5539/sar.v13n1p40","title":"Utilization of Black Soldier Fly (Hermetia illucens) Larvae as a Potential Substitute for Fish Meal in the Production of Nile Tilapia (Oreochromis niloticus L.)","year":2023,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; HORIZON EUROPE Framework Programme; Government of the Republic of Kenya; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Hermetia illucens; Nile tilapia; Oreochromis; Fish meal; Biology; Aquaculture; Animal science; Feed conversion ratio; Tilapia; Meal; Fishery; Weight gain; Food science; Aquaculture of tilapia; Stocking; Body weight; Larva; Ecology; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00009051926,0.0002808837,0.0002386245,0.0001634949,0.0001552793,0.000201652,0.000195195,0.0001711738,0.0004972701],"category_scores_gemma":[0.0000765831,0.00008260973,0.0001974946,0.0000775174,0.000146568,0.0001628535,0.0002092998,0.0002340814,0.00008570666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550925,"about_ca_system_score_gemma":0.0002326948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002032568,"about_ca_topic_score_gemma":0.005986319,"domain_scores_codex":[0.999925,0.000009663689,0.000007983466,0.00001961434,0.00002142783,0.00001623635],"domain_scores_gemma":[0.9999357,0.000005479067,0.00002147262,0.000003147479,0.000007427414,0.00002681923],"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":[0.0004060158,0.0000911621,0.0006635515,0.00005517162,0.000005920509,0.00004355316,0.00001651109,0.00003139677,0.9974307,0.00001278167,0.00001382957,0.001229237],"study_design_scores_gemma":[0.00008903558,0.008997533,0.04471762,0.00002542746,0.00008469503,0.0002779671,0.0002185863,0.0005254676,0.9433325,0.00002831484,0.001686186,0.00001663671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995351,0.000181197,0.00007512912,0.00001645937,0.000003839601,0.000006647732,0.00003966543,0.000004302496,0.0001377926],"genre_scores_gemma":[0.997609,0.0003398499,0.0007882901,0.00003371018,0.000002984215,0.00001709035,0.0001733684,0.000002828938,0.001032894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002032568,"threshold_uncertainty_score":0.004041493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05276058804675732,"score_gpt":0.3200547272501449,"score_spread":0.2672941392033876,"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."}}