{"id":"W4406545552","doi":"10.5376/ija.2025.15.0001","title":"Effect of Natural Preservatives (Moringa Leaf and Ginger Root) on Nutrients and Shelf Life of Smoked African Catfish","year":2025,"lang":"en","type":"article","venue":"International Journal of Aquaculture","topic":"Moringa oleifera research and applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shelf life; Catfish; Preservative; Moringa; Nutrient; Biology; Fishery; Botany; Food science; Fish <Actinopterygii>; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694293,0.00009046493,0.0001954021,0.00004528881,0.00005098835,0.00003944121,0.0002976513,0.00004489661,0.00002295289],"category_scores_gemma":[0.000407541,0.00003400835,0.00007064203,0.000165819,0.00009467501,0.00012553,0.00008517594,0.0002023644,3.112399e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001877142,"about_ca_system_score_gemma":0.00001404518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006352201,"about_ca_topic_score_gemma":0.00003141907,"domain_scores_codex":[0.9990848,0.0000752985,0.0002620605,0.0001154778,0.0003664491,0.00009590002],"domain_scores_gemma":[0.9989459,0.000365065,0.0002203157,0.00003043256,0.0003610285,0.00007724434],"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":[0.002935105,0.0006656302,0.3474365,0.0001617063,0.0008385419,0.00001771651,0.001209053,0.00003014142,0.5420738,0.006602619,0.008578376,0.08945083],"study_design_scores_gemma":[0.001165852,0.001483135,0.8833599,0.0004050836,0.00003714508,0.00001463038,0.0004558768,0.00007496864,0.09805793,0.0005620604,0.01426022,0.0001231548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953426,0.000566982,0.000003168054,0.003292654,0.00009303856,0.0001131357,0.00003030473,0.000003736831,0.0005543638],"genre_scores_gemma":[0.9992905,0.000133176,0.00004249491,0.00005630389,0.0001266403,0.000004390857,0.000008312538,5.854062e-7,0.0003376152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5359234,"threshold_uncertainty_score":0.138682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103078390164485,"score_gpt":0.2837137532864582,"score_spread":0.2734059142700097,"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."}}