{"id":"W4410946090","doi":"10.1016/j.anifeedsci.2025.116415","title":"Feeding laying hens with insect meal affects the production traits and some quality parameters of table eggs","year":2025,"lang":"en","type":"article","venue":"Animal Feed Science and Technology","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Laying; Biology; Meal; Animal science; Production (economics); Food science; Economics; Engineering","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":[0.0007264862,0.00008282071,0.0001320391,0.00007175955,0.000542878,0.00005184616,0.0001681071,0.00007054485,0.000002197099],"category_scores_gemma":[0.0004286388,0.00002886345,0.00001016807,0.001818629,0.001003218,0.0002271914,0.00008689113,0.0001085409,2.745659e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001430797,"about_ca_system_score_gemma":0.00003039819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001460301,"about_ca_topic_score_gemma":0.0001308335,"domain_scores_codex":[0.9991851,0.00003369919,0.0001030011,0.0002938216,0.0001605251,0.0002238589],"domain_scores_gemma":[0.9996279,0.0001212077,0.00006581996,0.00003822884,0.0001196237,0.00002716322],"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":[0.00003494969,0.00001631374,0.02357724,0.00001402744,0.00000448229,4.521975e-7,0.00008659497,4.738255e-7,0.9354511,0.01638109,0.00002784569,0.02440546],"study_design_scores_gemma":[0.0001828606,0.0009877743,0.8250098,0.00007989906,0.00001848461,0.00002646162,0.003721522,0.0001056551,0.1675371,0.001936012,0.0002379679,0.0001564978],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944286,0.0001203667,0.000002248154,0.004842662,0.00004095358,0.000211957,0.000002071613,0.00006018231,0.0002909859],"genre_scores_gemma":[0.9996653,0.00003072697,0.00006474223,0.0001865247,0.00001313769,0.00001082804,5.297292e-7,4.254419e-7,0.00002783186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8014325,"threshold_uncertainty_score":0.4175434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02386505710758208,"score_gpt":0.2577148896165833,"score_spread":0.2338498325090013,"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."}}