{"id":"W4414366956","doi":"10.5376/mmr.2025.15.0006","title":"From Northern Song Heritage to Modern Innovation: A Study on the Technological Evolution and Quality Control of Yuyue's Traditional Sauce-Making Craft","year":2025,"lang":"en","type":"article","venue":"Molecular Microbiology Research","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Craft; Quality (philosophy); Control (management); Cultural heritage; World heritage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008577349,0.0001042695,0.0001872821,0.0001788879,0.0003641006,0.00006607559,0.0002390513,0.00008923813,0.0001699022],"category_scores_gemma":[0.0003260434,0.00006665559,0.00003951867,0.0001989485,0.0006503337,0.00002886704,0.0001011092,0.0003536678,0.0000184923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005019792,"about_ca_system_score_gemma":0.00003905569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001009382,"about_ca_topic_score_gemma":0.0008187186,"domain_scores_codex":[0.9985078,0.0006222177,0.0002623311,0.0002872347,0.0001155585,0.0002048716],"domain_scores_gemma":[0.9990414,0.0003420386,0.00004426642,0.0002139614,0.0003437405,0.00001459837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001260208,0.0002587881,0.000885637,0.000007775746,0.0001048732,0.000003884171,0.005685591,0.000005945858,0.5235754,0.4679755,0.0004719766,0.0008986227],"study_design_scores_gemma":[0.009627094,0.006375463,0.1502813,0.0009648519,0.000169892,0.00001932811,0.4277789,0.0006443189,0.03451123,0.3182502,0.04957647,0.001800941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989208,0.0001013399,0.0006255178,0.006726082,0.00004725427,0.0005880262,0.000129069,0.00003120914,0.002543439],"genre_scores_gemma":[0.9989882,6.237662e-7,0.00001448018,0.0004774112,0.00003380212,0.00008415443,0.00002226461,0.000005285625,0.0003737421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4890641,"threshold_uncertainty_score":0.2800405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1457779263783111,"score_gpt":0.3545202424218751,"score_spread":0.208742316043564,"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."}}