{"id":"W4404195314","doi":"10.5376/ija.2024.14.0025","title":"Optimizing Feed Formulations for Enhanced Growth and Environmental Sustainability in Common Carp Aquaculture","year":2024,"lang":"en","type":"article","venue":"International Journal of Aquaculture","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Sustainability; Fishery; Carp; Common carp; Business; Fish <Actinopterygii>; Biology; Ecology","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":[0.0003026469,0.0005570055,0.0002937722,0.000782706,0.00024593,0.0005801638,0.0002394936,0.0003954392,0.0008390257],"category_scores_gemma":[0.0003110339,0.0001384416,0.0003407669,0.0004660175,0.000148548,0.0005306218,0.0005006784,0.0004822316,0.0002069763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208366,"about_ca_system_score_gemma":0.0005094978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217679,"about_ca_topic_score_gemma":0.003358677,"domain_scores_codex":[0.9997862,0.00003728993,0.0000212121,0.00003889491,0.00008234736,0.00003406964],"domain_scores_gemma":[0.9999273,0.00001446385,0.00002682537,0.000002975564,0.00002012082,0.000008330449],"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":[0.0002958156,0.0001678842,0.0009206421,0.001510409,0.00004403428,0.0003033293,0.00007269274,0.004551955,0.9442762,0.001274498,0.0004855136,0.04609696],"study_design_scores_gemma":[0.00005112108,0.002364042,0.00734607,0.0006556178,0.0002050557,0.0005501399,0.0004490652,0.01174752,0.9355952,0.001427473,0.03952546,0.00008322417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592255,0.01411381,0.01612217,0.0003425915,0.0001118914,0.0001648566,0.0005213285,0.0000923788,0.009305513],"genre_scores_gemma":[0.96061,0.01041481,0.02434441,0.0001327614,0.00002177926,0.0001579877,0.0002783344,0.00004699182,0.003992918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001217679,"threshold_uncertainty_score":0.003778994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009774306808508314,"score_gpt":0.2583792735432121,"score_spread":0.2486049667347038,"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."}}