{"id":"W4400720912","doi":"10.1101/2024.07.15.603309","title":"Comparison of black soldier fly, cricket, and superworm on growth performance, nutrient utilization and fatty acid profiles of rainbow trout","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Rainbow trout; Nutrient; Fishery; Cricket; Fatty acid; Rainbow; Fish <Actinopterygii>; Zoology; Animal science; Biology; Ecology; Biochemistry; Physics","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":[0.0003522678,0.0003377583,0.000535197,0.00008800526,0.0001154253,0.00008524549,0.0001853432,0.0003293339,0.00003514818],"category_scores_gemma":[0.00008120079,0.0001724765,0.00008083706,0.0004651378,0.0002328213,0.00007888331,0.0003239591,0.0003284013,0.000005543966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004180087,"about_ca_system_score_gemma":0.00004628556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002971226,"about_ca_topic_score_gemma":0.00000535245,"domain_scores_codex":[0.9982822,0.0001053049,0.0004704059,0.0005658221,0.0003090014,0.0002672928],"domain_scores_gemma":[0.9990451,0.0000863183,0.0002725386,0.0001477674,0.0003231739,0.0001250854],"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":[0.0001362855,0.0003105411,0.1251755,0.002266593,0.00008004165,0.000002511185,0.0001296959,0.00001036929,0.8684616,0.002931005,0.0003376786,0.0001581449],"study_design_scores_gemma":[0.0001903351,0.0003354896,0.3478027,0.0005904256,0.00006367985,1.080763e-8,0.00002672932,0.003311384,0.6469356,0.000009721532,0.0004426615,0.0002913193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976143,0.001006006,0.00001770681,0.0001287234,0.0002746047,0.0006309897,0.0001969848,0.00009329813,0.0000373909],"genre_scores_gemma":[0.9987532,0.0008481925,0.0001525565,0.00005071203,0.0001400421,0.00004049606,0.000003246809,0.000007634905,0.00000394619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2226272,"threshold_uncertainty_score":0.7033387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149249443741923,"score_gpt":0.2439075433696148,"score_spread":0.2124150489321955,"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."}}