{"id":"W2993170774","doi":"10.1007/s13213-019-01525-z","title":"Quorum sensing involvement in response surface methodology for optimisation of sclerotiorin production by Penicillium sclerotiorum in shaken flasks and bioreactors","year":2019,"lang":"en","type":"article","venue":"Annals of Microbiology","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"University of Westminster","keywords":"Laboratory flask; Bioreactor; Penicillium; Response surface methodology; Food science; Biology; Microbiology; Biotechnology; Chemistry; Chromatography; Botany; Organic chemistry","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":[0.001729279,0.0001334063,0.0003684524,0.0000445389,0.00002501443,0.000004967158,0.0001110922,0.0002143709,0.00002986436],"category_scores_gemma":[0.000162317,0.00006391991,0.00006006732,0.0002479061,0.00009091545,0.00007530917,0.00005983644,0.00009941418,0.000001806789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001716332,"about_ca_system_score_gemma":0.00001003329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003805376,"about_ca_topic_score_gemma":0.0008809001,"domain_scores_codex":[0.9984676,0.0004250669,0.0004362229,0.0003523254,0.00004230697,0.0002764437],"domain_scores_gemma":[0.9991047,0.0004490013,0.0002354098,0.00006877454,0.0001151247,0.00002695426],"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":[0.0005654365,0.00008621295,0.0171112,0.00002345293,0.00001230646,1.364852e-7,0.0002409719,0.00003737941,0.9784717,0.00002708938,0.0006389082,0.00278521],"study_design_scores_gemma":[0.0003273066,0.000921593,0.1042426,0.00007024989,0.000005065996,0.000004921936,0.000983768,0.000009008968,0.8908716,0.0001701212,0.002249463,0.0001442427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953434,0.000312088,0.000003808605,0.003360396,0.0001555071,0.0007242821,0.00007817108,0.000008380743,0.00001398797],"genre_scores_gemma":[0.9982933,0.0001991459,0.00113533,0.0001431399,0.00002530441,0.000005749152,0.0001293947,0.0000014041,0.00006726354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08760007,"threshold_uncertainty_score":0.2606578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08993541686383465,"score_gpt":0.2873518714864534,"score_spread":0.1974164546226188,"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."}}