{"id":"W7128768625","doi":"10.34632/cb0e684b-16e7-46b9-a6cc-3b1fb0feb430","title":"Valorizing sardine by-products","year":2025,"lang":"en","type":"article","venue":"Universidade Católica Portuguesa","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Council of Forest Industries","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001352909,0.0001274137,0.0001080965,0.0001149157,0.0001374097,0.00003189414,0.000283186,0.0001185764,0.0000615139],"category_scores_gemma":[0.0001180422,0.0001452135,0.0000683174,0.0003081421,0.00008844777,0.000006857213,0.0000861297,0.00008115915,0.00006009303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002848828,"about_ca_system_score_gemma":0.0001094482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000123899,"about_ca_topic_score_gemma":0.000002435415,"domain_scores_codex":[0.9990326,0.00003546638,0.0001902019,0.0004481959,0.0001049641,0.000188601],"domain_scores_gemma":[0.9990414,0.000007750284,0.00008577234,0.0006056914,0.0001929361,0.00006639445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001772858,0.00004584086,0.0003183672,0.00001279918,0.0000458452,8.6515e-7,0.00001802985,0.000002908658,0.6384223,0.004632384,0.3552415,0.001241531],"study_design_scores_gemma":[0.0002257413,0.00001798749,0.0009560698,0.000006324019,0.00001952449,0.00000243914,0.0001381351,0.000005931195,0.3403671,0.00001818327,0.658134,0.0001085499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6664023,0.005382165,0.0187293,0.02844956,0.003321849,0.001138727,0.0002176383,0.0003650335,0.2759934],"genre_scores_gemma":[0.9304475,0.0002818217,0.0002770158,0.0005601609,0.0001067622,0.000006959533,0.0007757046,0.00001388803,0.06753019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3028925,"threshold_uncertainty_score":0.5921635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007856683119454935,"score_gpt":0.2396097231952928,"score_spread":0.2317530400758379,"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."}}