{"id":"W4415991890","doi":"10.3390/metabo15110725","title":"Taurasi DOCG Wines from the Campania Region: A Pilot Study with an AI Approach on a Local Grape Cultivar","year":2025,"lang":"en","type":"article","venue":"Metabolites","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wine; Polyphenol; Phenols; Antioxidant capacity; Antioxidant; Cultivar; Anthocyanin; Primary metabolite","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":[0.0001360129,0.000162846,0.0002281693,0.00001691398,0.0003303732,0.0001389113,0.0002735427,0.00002421547,0.000111492],"category_scores_gemma":[0.00002472692,0.00004230427,0.00005918361,0.0007308124,0.0001046534,0.0001151211,0.00002854195,0.0001156727,0.00001328543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009094705,"about_ca_system_score_gemma":0.000006221282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741778,"about_ca_topic_score_gemma":0.0012785,"domain_scores_codex":[0.9987214,0.0003567986,0.000168574,0.0003681194,0.0002190683,0.0001660937],"domain_scores_gemma":[0.9994987,0.0001865688,0.00005283118,0.0001321903,0.00007314591,0.00005654882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003871367,0.01121837,0.7671217,0.00001425355,0.001215969,0.00004174721,0.004958981,0.0005370986,0.07759725,0.01275531,0.003779052,0.1168889],"study_design_scores_gemma":[0.000448084,0.001526303,0.9717653,0.0000101944,0.0002072082,0.000001560163,0.01750336,0.0003499767,0.0007366163,0.000577635,0.006696136,0.0001775669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964868,0.0001821579,0.0000985831,0.002058321,0.00003833537,0.0003092985,0.00001674008,0.00006126074,0.0007484736],"genre_scores_gemma":[0.9962225,0.00001315097,0.00008691646,0.002511681,0.000143827,0.00004283378,0.00008368774,8.930897e-7,0.0008945162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2046437,"threshold_uncertainty_score":0.2633059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03477323858690397,"score_gpt":0.2557992660156152,"score_spread":0.2210260274287112,"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."}}