{"id":"W4404616126","doi":"10.1016/b978-0-443-13966-6.00017-8","title":"Practices and introduction to the manufacturing of fermented beverages","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Food science; Fermentation; Business; Chemistry","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":[0.0002742297,0.001053615,0.000465022,0.001589492,0.0007745675,0.001879494,0.0008764263,0.001135678,0.0508593],"category_scores_gemma":[0.0003906206,0.0004639671,0.0005028347,0.00210521,0.000574595,0.001837466,0.001055481,0.001693761,0.02235476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007310054,"about_ca_system_score_gemma":0.0006687026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491345,"about_ca_topic_score_gemma":0.004334491,"domain_scores_codex":[0.9997905,0.00002625904,0.00002193476,0.00004098539,0.0001031919,0.00001717054],"domain_scores_gemma":[0.9998838,0.00003575733,0.00001018259,0.00001139868,0.0000434165,0.0000155797],"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":[0.0001011385,0.0003036161,0.0002172553,0.001807222,0.0000132951,0.0004963446,0.001074131,0.000584826,0.01975944,0.05960697,0.1990994,0.7169363],"study_design_scores_gemma":[0.000001199887,0.00002821756,0.0001978682,0.0002017256,0.000001549512,0.0001411712,0.00006015682,0.00004690418,0.0006454583,0.002734217,0.9959369,0.0000045472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004098117,0.307442,0.02398443,0.006159094,0.009792116,0.0002356941,0.0007162613,0.0006626274,0.6469097],"genre_scores_gemma":[0.007889341,0.1425941,0.02970378,0.001967631,0.001242351,0.0001057708,0.0004633198,0.0002180106,0.8158156],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0508593,"threshold_uncertainty_score":0.1701413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702036080888639,"score_gpt":0.2296258871961744,"score_spread":0.212605526387288,"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."}}