{"id":"W4407284864","doi":"10.1080/09571264.2025.2463104","title":"Product development approach to introducing a new wine style and grape varietal: <i>Marquette</i>","year":2025,"lang":"en","type":"article","venue":"Journal of Wine Research","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vineland Research and Innovation Centre","funders":"Grape and Wine Research and Development Corporation","keywords":"Wine; Product (mathematics); Style (visual arts); Grape wine; Computer science; Geography; Mathematics; Art; Archaeology; Visual arts; Geometry","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":[0.002129032,0.0004196845,0.0001522941,0.0005216975,0.0005614563,0.001582337,0.0006754919,0.0004172531,0.007499421],"category_scores_gemma":[0.002126739,0.0002130884,0.0004423489,0.0002614594,0.0003897725,0.0007850108,0.001572846,0.0008257728,0.002545652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006547185,"about_ca_system_score_gemma":0.001181445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771649,"about_ca_topic_score_gemma":0.005694519,"domain_scores_codex":[0.9993338,0.0002166685,0.00003037935,0.0001353845,0.0002378203,0.00004598949],"domain_scores_gemma":[0.9990602,0.0002044165,0.0001008048,0.00008543197,0.0003808701,0.0001683757],"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":[0.000636649,0.002721188,0.04852365,0.00158706,0.0000994224,0.0009373046,0.01731864,0.0006279214,0.1230905,0.01079679,0.02277922,0.7708817],"study_design_scores_gemma":[0.0001954147,0.01151687,0.2344736,0.0009189969,0.0002539205,0.003100866,0.01562029,0.005085272,0.05250586,0.005581985,0.6705708,0.000176115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7045852,0.00159474,0.1163329,0.004487788,0.0005049183,0.00501601,0.0009394812,0.001119381,0.1654197],"genre_scores_gemma":[0.5369476,0.001846294,0.3730062,0.001474053,0.00009557821,0.00164312,0.0008761688,0.0002498921,0.08386112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007499421,"threshold_uncertainty_score":0.02508807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04946349720996505,"score_gpt":0.3116267235245417,"score_spread":0.2621632263145766,"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."}}