{"id":"W2114095083","doi":"10.5539/jfr.v1n3p230","title":"Twin-screw Extrusion Processing of Vegetable-based Protein Feeds for Yellow Perch (Perca flavescens) Containing Distillers Dried Grains, Soy Protein Concentrate, and Fermented High Protein Soybean Meal","year":2012,"lang":"en","type":"article","venue":"Journal of Food Research","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agricultural Research Service; South Dakota State University; U.S. Department of Agriculture","keywords":"Soybean meal; Perch; Soy protein; Food science; Distillers grains; Fish meal; Chemistry; Extrusion; Animal science; Biology; Materials science; Fish <Actinopterygii>; Fishery; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002488525,0.0002226258,0.0004575278,0.0001142638,0.0005538085,0.000146769,0.0003110201,0.0002035359,0.00005512336],"category_scores_gemma":[0.000356366,0.00009682769,0.0001599804,0.0006746321,0.0003402543,0.0003988306,0.00006940417,0.0006038137,0.00000129872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140841,"about_ca_system_score_gemma":0.0001389987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003634356,"about_ca_topic_score_gemma":0.00004596085,"domain_scores_codex":[0.9968507,0.0004876904,0.0006405502,0.0002583783,0.0009925094,0.0007702156],"domain_scores_gemma":[0.9979261,0.0001434817,0.0003891482,0.00006534287,0.001061938,0.0004139916],"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":[0.001509833,0.0004351183,0.0006707778,0.0002936473,0.00003522635,0.000004903597,0.0004507258,8.273749e-7,0.9882815,0.0006953014,0.00009605785,0.00752605],"study_design_scores_gemma":[0.004213931,0.008190196,0.01007259,0.002195647,0.00003533645,0.00002565306,0.003609978,0.0002232571,0.9652308,0.001061357,0.004731297,0.000409911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939591,0.0008177829,0.00009267914,0.002672466,0.00002894465,0.002187711,0.00003868863,0.00001823441,0.0001843442],"genre_scores_gemma":[0.997802,0.00001327817,0.001350679,0.0000451124,0.000400653,0.0001084123,0.00002912309,0.000005978362,0.0002447206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02305068,"threshold_uncertainty_score":0.4259503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07043053697994515,"score_gpt":0.3065612990007338,"score_spread":0.2361307620207886,"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."}}