{"id":"W2086520510","doi":"10.4028/www.scientific.net/amr.810.127","title":"Medical Applications of Fermentation Technology","year":2013,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fermentation; Biopharmaceutical; Biotechnology; Yeast; Industrial fermentation; Biochemical engineering; Downstream processing; Chemistry; Food science; Biochemistry; Biology; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002023454,0.00005854197,0.00008647843,0.000100443,0.00008408846,0.00001566743,0.00019473,0.0001280929,0.001110195],"category_scores_gemma":[0.0001717566,0.00005147541,0.00002037088,0.0001834252,0.0001675351,0.000005642153,0.0001706891,0.00005725227,0.0001018897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008198325,"about_ca_system_score_gemma":0.0000657591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004229797,"about_ca_topic_score_gemma":0.000003584386,"domain_scores_codex":[0.9991014,0.0000747083,0.000180327,0.0001975084,0.000251686,0.0001943585],"domain_scores_gemma":[0.9993043,0.00001154155,0.00004378993,0.0002765309,0.0002899971,0.00007385778],"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":[0.00002190393,0.00005933171,0.0001904241,0.00002727097,0.000008285753,2.753928e-7,0.000004131673,0.000005644173,0.986301,0.0005965265,0.001660358,0.01112483],"study_design_scores_gemma":[0.0002406626,0.0001886697,0.0005507284,0.00001454708,0.000001207235,0.000003316773,0.00007130679,0.000001950198,0.987086,0.004721887,0.00706569,0.0000540384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969819,0.0002572301,0.0009946862,0.0002689055,0.00007441093,0.0004745249,0.00001432939,0.00001412637,0.0009198413],"genre_scores_gemma":[0.9974011,0.0003647458,0.0005516566,0.00004651208,0.000100123,0.0009582543,0.00006667805,0.00001128768,0.0004997053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107079,"threshold_uncertainty_score":0.9998029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375168308090014,"score_gpt":0.3733801588379674,"score_spread":0.3596284757570673,"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."}}