{"id":"W4320729149","doi":"10.3390/fermentation9020170","title":"High-Gravity Fermentation for Bioethanol Production from Industrial Spent Black Cherry Brine Supplemented with Whey","year":2023,"lang":"en","type":"article","venue":"Fermentation","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofuel; Fermentation; Food science; Chemistry; Ethanol fuel; Pulp and paper industry; Sugar; Brine; Yeast; Urea; Biotechnology; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001721255,0.000176329,0.0001379265,0.0001647578,0.0000995289,0.00005414899,0.00006741157,0.0001011034,0.0002400275],"category_scores_gemma":[0.00001372108,0.0001684227,0.00003981972,0.000403362,0.00004062121,0.0003085312,0.00001757674,0.0001106121,0.000157232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002090515,"about_ca_system_score_gemma":0.00001915605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002027316,"about_ca_topic_score_gemma":0.00004645003,"domain_scores_codex":[0.9989007,0.0000327115,0.0002520462,0.0003425603,0.0002445795,0.0002274212],"domain_scores_gemma":[0.999626,0.000008196599,0.00007634458,0.000164287,0.00006855757,0.00005655396],"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":[0.0005324991,0.00009095638,0.003216214,0.0001574632,0.0001459117,0.00000164034,0.0008492276,0.004148349,0.9484907,0.00003028274,0.03363252,0.008704188],"study_design_scores_gemma":[0.004798386,0.0003621719,0.09814548,0.00006291407,0.0001260192,0.000002229772,0.001897121,0.004960638,0.8826084,0.0004819242,0.006118893,0.0004358712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932262,0.000006096437,0.00112982,0.00159288,0.001978568,0.00134922,0.0001574622,0.000535428,0.00002430991],"genre_scores_gemma":[0.9925093,0.00006248368,0.0009077769,0.00004046222,0.0008664614,0.0001334106,0.00467543,0.00003794475,0.0007666979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09492926,"threshold_uncertainty_score":0.6868077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934819789317109,"score_gpt":0.2600190093933696,"score_spread":0.2206708115001985,"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."}}