{"id":"W4389664732","doi":"10.1007/s00217-023-04426-3","title":"Brewing performance evaluation of Saccharomyces cerevisiae strains isolated from Ethiopian traditional fermented beverages","year":2023,"lang":"en","type":"article","venue":"European Food Research and Technology","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"Ministry of Education, Ethiopia","keywords":"Brewing; Food science; Fermentation; Yeast; Chemistry; Saccharomyces cerevisiae; Biotechnology; Biology; Biochemistry","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":[0.001193251,0.00007515826,0.0001167576,0.000156162,0.0002933524,0.0000349392,0.0001938417,0.00006205412,0.0004950588],"category_scores_gemma":[0.0001206242,0.00003666298,0.00002848585,0.00135901,0.0001990681,0.00008706166,0.00008483943,0.0002321277,0.00006692642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001558516,"about_ca_system_score_gemma":0.00001084448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001781303,"about_ca_topic_score_gemma":0.00005699311,"domain_scores_codex":[0.9984596,0.0004195799,0.0001889991,0.0002515251,0.0004528062,0.0002275342],"domain_scores_gemma":[0.9994695,0.000117747,0.00005041216,0.00006138985,0.0002486375,0.00005227264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003571047,0.0001126641,0.007603082,0.00001217885,0.0001318433,0.000009652315,0.0002883098,0.00001603981,0.6650897,0.00116992,0.0005043262,0.3250265],"study_design_scores_gemma":[0.0007191572,0.002266754,0.9614407,0.00008262351,0.0000333204,0.000006487503,0.003457831,0.005508987,0.01977164,0.005370365,0.001141659,0.0002004566],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950716,0.0001162424,6.262204e-7,0.00272246,0.00001990632,0.0001450526,0.00008440018,0.0001066108,0.001733061],"genre_scores_gemma":[0.9992257,0.000250882,0.00001670317,0.00002033322,0.00004713391,0.000006697747,0.0003036116,0.000001393051,0.0001275973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9538376,"threshold_uncertainty_score":0.5420547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215749895496183,"score_gpt":0.3240988392392254,"score_spread":0.1083489437430425,"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."}}