{"id":"W3123768643","doi":"10.20914/2310-1202-2020-4-132-136","title":"Development of industrial feed for channel catfish grown in the Central Federal District of the Russian Federation","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Voronezh State University of Engineering Technologies","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catfish; Starch; Russian federation; Business; Commercial fish feed; Agricultural science; Biotechnology; Fish <Actinopterygii>; Environmental science; Aquaculture; Biology; Food science; Fishery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001485456,0.00007846427,0.0001576914,0.00001538779,0.0001198804,0.000007816201,0.0005292941,0.000129222,0.000002057796],"category_scores_gemma":[0.0001756963,0.00003043616,0.00007012435,0.0003556307,0.0001340565,0.00005922314,0.0001922495,0.0001368914,2.490549e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583501,"about_ca_system_score_gemma":0.00002387725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009456811,"about_ca_topic_score_gemma":0.0001360193,"domain_scores_codex":[0.9994605,0.000006193992,0.0001769276,0.0001051692,0.000103325,0.0001478466],"domain_scores_gemma":[0.999638,0.00006375748,0.0001960054,0.00003873027,0.0000560504,0.00000751651],"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":[0.0002269962,0.0003737171,0.02559513,0.0002880197,0.0001584263,8.210961e-7,0.00494331,0.0005956375,0.9204878,0.01149966,0.0004901967,0.03534025],"study_design_scores_gemma":[0.0005527199,0.0002077482,0.1386954,0.0002562171,0.00002610457,0.00000313226,0.02547599,0.000526308,0.8318018,0.001088737,0.001197966,0.0001679077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965672,0.0000218529,0.00002296683,0.003029135,0.0000559722,0.0002057061,0.00002784937,0.00002147228,0.00004784598],"genre_scores_gemma":[0.9993663,0.00001374182,0.0005823143,0.000002748427,0.00000787474,0.000001052157,0.000003905351,5.683128e-7,0.00002145529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131003,"threshold_uncertainty_score":0.1241151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221137917372099,"score_gpt":0.1682437948261539,"score_spread":0.1460324156524329,"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."}}