{"id":"W4411157450","doi":"10.3390/pr13061823","title":"Optimized Production and Bioactivities of Protein Hydrolysates from Atlantic Salmon Processing Discards","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada First Research Excellence Fund; Ocean Frontier Institute","keywords":"Discards; Fishery; Hydrolysate; Chemistry; Fish <Actinopterygii>; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000123173,0.0001683244,0.0002348194,0.00007484651,0.00009577154,0.00004590297,0.0001175214,0.00009709522,0.000003604631],"category_scores_gemma":[0.000318759,0.000136284,0.00004296864,0.0002137181,0.0001979877,0.00002047835,0.0001043474,0.00006172813,3.650326e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007523522,"about_ca_system_score_gemma":0.0001361406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001697249,"about_ca_topic_score_gemma":0.00005614721,"domain_scores_codex":[0.9990762,0.00004023916,0.0002103027,0.0004076204,0.0001123342,0.0001533398],"domain_scores_gemma":[0.9994689,0.0000137761,0.0001456349,0.000177915,0.0001662693,0.00002747957],"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":[0.0003227752,0.000111834,0.009015056,0.001278865,0.0001237438,4.396034e-7,0.00009668303,0.00003644345,0.9807664,0.000009032348,0.00002791825,0.00821086],"study_design_scores_gemma":[0.0002551943,0.00008706481,0.0008734537,0.0004117526,0.0000630432,0.000001651429,0.0001898066,0.00009991639,0.9966026,0.0004984009,0.0007595574,0.0001575687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827942,0.01501432,0.001097053,0.000317731,0.00003180898,0.0003522072,0.00001540658,0.00002353674,0.0003537873],"genre_scores_gemma":[0.9966753,0.0008272961,0.001832906,0.0000218089,0.00009273257,0.0001135272,0.00005899724,0.00001316594,0.0003642943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583624,"threshold_uncertainty_score":0.55575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006524537629961861,"score_gpt":0.2350187311528017,"score_spread":0.2284941935228399,"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."}}