{"id":"W2537806969","doi":"10.1071/ma10086","title":"Generating interspecific wine yeast hybrids for funky wines","year":2010,"lang":"en","type":"article","venue":"Microbiology Australia","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government; Alberta Water Research Institute","keywords":"Winemaking; Yeast; Wine; Yeast in winemaking; Fermentation; Aroma; Food science; Sugar; Aroma of wine; Interspecific competition; Saccharomyces; Biotechnology; Biology; Saccharomyces cerevisiae; Botany; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006726977,0.0005176537,0.0003908512,0.001007998,0.0004871582,0.0007717454,0.000720483,0.0006944924,0.004638749],"category_scores_gemma":[0.0005871897,0.0004006794,0.000695256,0.0004093795,0.0003328571,0.0004229864,0.00147047,0.001356603,0.001447988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022568,"about_ca_system_score_gemma":0.0001517683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354719,"about_ca_topic_score_gemma":0.0009884693,"domain_scores_codex":[0.999326,0.00008761344,0.0000752398,0.000127452,0.0002793265,0.0001042993],"domain_scores_gemma":[0.9995676,0.00009423331,0.00007338813,0.00008906298,0.0000706139,0.0001050574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001599464,0.0001475647,0.0006188247,0.00004762326,0.00004180631,0.0001864593,0.0001320506,0.0002155358,0.9911315,0.001140459,0.0001890092,0.005989161],"study_design_scores_gemma":[0.00008679816,0.0007664792,0.0110952,0.00003256745,0.0001564343,0.0009770327,0.0002851775,0.002705185,0.9504575,0.0009157459,0.03245534,0.00006654043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931071,0.0007628179,0.05040143,0.0003100608,0.0003757988,0.0009079613,0.002328927,0.0009359946,0.01290599],"genre_scores_gemma":[0.9436212,0.0007851844,0.02856303,0.0002609161,0.00005701809,0.0005737852,0.006116697,0.0008459149,0.01917639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004638749,"threshold_uncertainty_score":0.01551819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113138030995443,"score_gpt":0.2703446811100783,"score_spread":0.2292133008001238,"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."}}