{"id":"W4404791555","doi":"10.3390/biochem4040017","title":"Biotechnological Advances in Vanillin Production: From Natural Vanilla to Metabolic Engineering Platforms","year":2024,"lang":"en","type":"article","venue":"BioChem","topic":"Biochemical and biochemical processes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Vanillin; Metabolic engineering; Production (economics); Biochemical engineering; Natural (archaeology); Biotechnology; Engineering; Biology; Food science; Biochemistry; Economics","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":[0.0000897341,0.0002617704,0.000207581,0.00009603531,0.00002764428,0.00004581376,0.0002981252,0.0003427654,0.00002014065],"category_scores_gemma":[0.000285646,0.0001994361,0.00009718999,0.0005354626,0.00006239855,0.00001433849,0.0002007495,0.0002752272,0.00005415357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002297395,"about_ca_system_score_gemma":0.00003457645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006830127,"about_ca_topic_score_gemma":0.00001001978,"domain_scores_codex":[0.9984434,0.000004714677,0.0002570234,0.0007813196,0.0001625252,0.0003510442],"domain_scores_gemma":[0.9995304,0.00001524163,0.00002284965,0.0002783593,0.00004220517,0.0001109356],"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":[0.00005144621,0.00003799053,0.00009864163,0.00005294297,0.00002359106,0.000006743971,0.00001415709,0.00002038078,0.9910664,0.0002511137,0.001126888,0.007249708],"study_design_scores_gemma":[0.00009346539,0.00005139641,0.0001356681,0.00007145474,0.000008506004,0.000009713386,0.00001942364,0.00007912026,0.818195,0.0003069526,0.1807535,0.0002757235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199945,0.07761092,0.0003215277,0.0009902515,0.0006109281,0.0001833718,0.00002755861,0.0001453077,0.0001155678],"genre_scores_gemma":[0.9944571,0.001827333,0.002137536,0.0002727926,0.0008666841,0.00004481324,0.000141577,0.00002728145,0.0002248795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1796266,"threshold_uncertainty_score":0.8132768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004770163078687445,"score_gpt":0.2242703331773355,"score_spread":0.2195001700986481,"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."}}