{"id":"W4328107713","doi":"10.1016/j.sciaf.2023.e01636","title":"Optimal substitution of black soldier fly larvae for fish in broiler chicken diets","year":2023,"lang":"en","type":"article","venue":"Scientific African","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Makerere University; International Development Research Centre","keywords":"Feed conversion ratio; Broiler; Animal science; Meal; Biology; Weight gain; Fish meal; Body weight; Food science; Fish <Actinopterygii>; Fishery; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005549474,0.00007524226,0.0001146188,0.00004586855,0.0001761009,0.00005852644,0.0001649514,0.00005257814,0.0002062472],"category_scores_gemma":[0.000108211,0.00003370679,0.00006760497,0.001075643,0.0002125014,0.0000937356,0.00004205177,0.0000429231,0.00005582365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000015871,"about_ca_system_score_gemma":0.00001171647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003955018,"about_ca_topic_score_gemma":0.0006952924,"domain_scores_codex":[0.9990903,0.00003239378,0.0001640725,0.000265491,0.000183414,0.0002643934],"domain_scores_gemma":[0.9996583,0.00009494006,0.00005874199,0.00005387892,0.00008006919,0.00005409967],"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":[0.0001719025,0.000284001,0.008022334,0.00008376085,0.0000191098,0.000007461434,0.002714111,0.002627553,0.9053754,0.006053471,0.04482115,0.02981971],"study_design_scores_gemma":[0.0009575561,0.0005316535,0.5933976,0.0001107592,0.00002343826,0.000002124664,0.002459865,0.02709727,0.05947882,0.001186188,0.3141189,0.0006358978],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997195,0.000005288587,0.00001619677,0.0005610567,0.0004003666,0.0002695405,0.0001237441,0.00005574838,0.001373074],"genre_scores_gemma":[0.9971575,0.000003512981,0.00005205334,0.00004165913,0.00005560541,0.00001842086,0.0002235983,8.333899e-7,0.00244684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8458966,"threshold_uncertainty_score":0.2258262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03076069873314322,"score_gpt":0.2423015148225352,"score_spread":0.211540816089392,"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."}}