{"id":"W4391777677","doi":"10.1051/bioconf/20236803028","title":"Tracing and tracking wine bottles: Protecting consumers and producers","year":2023,"lang":"en","type":"article","venue":"BIO Web of Conferences","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tracing; Wine; Business; Tracking (education); Commerce; Computer security; Advertising; Computer science; Food science; Chemistry; Sociology","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":[0.0004197847,0.000111341,0.0001661079,0.0001886512,0.0001605234,0.0001606848,0.00007412103,0.00006227503,0.00004672757],"category_scores_gemma":[0.000221823,0.00009593904,0.00001996955,0.0003079952,0.0001428387,0.0004410201,0.00006166945,0.0001286121,0.000008590288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002321144,"about_ca_system_score_gemma":0.00006681586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002498043,"about_ca_topic_score_gemma":0.00001414165,"domain_scores_codex":[0.9993008,0.00000947195,0.0001864239,0.0002119927,0.0001186302,0.000172677],"domain_scores_gemma":[0.9996316,0.00006350371,0.0001500839,0.00007437489,0.00006898041,0.0000113917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005301191,0.00004190109,0.8647085,0.001212794,0.000101437,0.00002792784,0.0005137193,0.00001304786,0.008777995,0.004308051,0.004150031,0.1160916],"study_design_scores_gemma":[0.001856802,0.00007333653,0.8341393,0.001322456,0.0002005305,0.00001779754,0.01440837,0.00788695,0.01415541,0.003929749,0.1210752,0.0009341639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872252,0.00007486847,0.000007405685,0.003573561,0.0001340637,0.0001979946,0.000001187364,0.0001059552,0.008679817],"genre_scores_gemma":[0.9988555,0.000009485952,0.00002323948,0.00004797914,0.0008977112,0.000008649838,0.000004195864,0.000008141226,0.0001450883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1169251,"threshold_uncertainty_score":0.391228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04528977302906331,"score_gpt":0.2499306078113472,"score_spread":0.2046408347822839,"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."}}