{"id":"W4416275759","doi":"10.1002/fsn3.71184","title":"Fish By‐Products Utilization in Food and Health: Extraction Technologies, Bioactive, and Sustainability Challenges","year":2025,"lang":"en","type":"article","venue":"Food Science & Nutrition","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sustainability; Food security; Fish <Actinopterygii>; Health benefits; Food processing; Raw material; Human health; Work (physics); Functional food","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001367052,0.000568793,0.0005516649,0.0005321015,0.0004249614,0.001509956,0.0003927909,0.0008730457,0.002011334],"category_scores_gemma":[0.0006634563,0.0002200023,0.0004673194,0.000732384,0.0008214708,0.001656777,0.001012272,0.001064287,0.0007335588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009711268,"about_ca_system_score_gemma":0.001274706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579261,"about_ca_topic_score_gemma":0.003327708,"domain_scores_codex":[0.999331,0.0001514319,0.00005037782,0.0001148391,0.00026787,0.00008448541],"domain_scores_gemma":[0.9996927,0.00009267245,0.00006482234,0.00002432303,0.0001019832,0.0000234615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002798764,0.0001635579,0.006279667,0.01363134,0.0002085716,0.001290124,0.00076146,0.002910252,0.4674108,0.02696395,0.00608879,0.4740115],"study_design_scores_gemma":[0.00002341546,0.0009924088,0.01120443,0.003911283,0.0002851051,0.003670651,0.003070072,0.003069732,0.4157899,0.02279128,0.5350784,0.0001133018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2035173,0.698606,0.04742619,0.01430723,0.000924134,0.0001666201,0.0008668789,0.0001506508,0.03403506],"genre_scores_gemma":[0.4048202,0.551066,0.02826188,0.002173063,0.0003206136,0.0001873218,0.0005994611,0.0000686949,0.01250267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002011334,"threshold_uncertainty_score":0.007229745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0314263874193987,"score_gpt":0.3095613033100035,"score_spread":0.2781349158906049,"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."}}