{"id":"W2103157360","doi":"10.1002/9780470054581.eib521","title":"Pullulan, Microbial Production Methods","year":2010,"lang":"en","type":"other","venue":"Encyclopedia of Industrial Biotechnology","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Ottawa","funders":"","keywords":"Pullulan; Aureobasidium pullulans; Fermentation; Mixing (physics); Process engineering; Pulp and paper industry; Chemistry; Biochemical engineering; Food science; Environmental science; Waste management; Engineering; Polysaccharide; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005814941,0.001259124,0.0004968103,0.002259902,0.0003995165,0.0007942492,0.0006262363,0.0005220959,0.004401429],"category_scores_gemma":[0.0005218501,0.0002947086,0.000388033,0.00141565,0.0002085708,0.0007114792,0.000752613,0.0008592755,0.008473016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460985,"about_ca_system_score_gemma":0.0003580299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006150121,"about_ca_topic_score_gemma":0.0009568695,"domain_scores_codex":[0.9994368,0.00007691573,0.00005897582,0.0001342715,0.0002568603,0.00003614921],"domain_scores_gemma":[0.9998802,0.00002371316,0.00002250971,0.00001772602,0.00003778857,0.00001804164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001437724,0.0003622652,0.000672769,0.003660996,0.00003110138,0.0006352105,0.0001190651,0.0007089473,0.7302098,0.003370261,0.00734733,0.2527384],"study_design_scores_gemma":[0.0000490112,0.000399771,0.00281026,0.0003880888,0.00006303301,0.001181263,0.0001025964,0.00134127,0.5069128,0.0017956,0.4848987,0.0000575952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1149531,0.3331606,0.3623703,0.002589243,0.00342704,0.005149924,0.01221324,0.004971299,0.1611653],"genre_scores_gemma":[0.2399738,0.2154618,0.3778585,0.0009675412,0.0006496056,0.00424828,0.0163242,0.0007490374,0.1437673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004401429,"threshold_uncertainty_score":0.0147242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560371650464184,"score_gpt":0.2689578425061529,"score_spread":0.2433541260015111,"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."}}