{"id":"W2979981843","doi":"10.3390/bioengineering6040093","title":"Rheological Behavior of High Cell Density Pseudomonas putida LS46 Cultures during Production of Medium Chain Length Polyhydroxyalkanoate (PHA) Polymers","year":2019,"lang":"en","type":"article","venue":"Bioengineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba; Genome Canada","keywords":"Polyhydroxyalkanoates; Rheology; Bioreactor; Pseudomonas putida; Shear thinning; Chemical engineering; Bioprocess; Apparent viscosity; Shear rate; Chemistry; Materials science; Food science; Chromatography; Biochemistry; Biology; Composite material; Organic chemistry; Bacteria","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":[0.0002657912,0.0002277567,0.0004107276,0.000110358,0.00006831401,0.00001898227,0.0002642236,0.0001363071,0.0002600705],"category_scores_gemma":[0.0000328351,0.000174229,0.0000991991,0.0001510081,0.0001242994,0.0001607114,0.000114466,0.0001138459,0.00002349543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003096386,"about_ca_system_score_gemma":0.00002721923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005912993,"about_ca_topic_score_gemma":0.000008127597,"domain_scores_codex":[0.9985114,0.00005102864,0.0004029079,0.00036945,0.0003140476,0.0003511559],"domain_scores_gemma":[0.999309,0.00002557626,0.0001808726,0.0003508178,0.00005573497,0.0000780017],"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":[0.00006249861,0.000080838,0.00289995,0.0002311719,0.0000114984,0.000002806823,0.0002387285,0.0001877945,0.9958188,0.0001012191,0.0000092851,0.0003554434],"study_design_scores_gemma":[0.0002134941,0.00008792346,0.01211683,0.00007257893,0.00003625205,0.00001652672,0.0001155649,0.0001473361,0.9869539,0.000003587731,0.00002451291,0.0002115104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995085,0.00301157,0.0001015823,0.0001216683,0.00128116,0.0002182722,0.00001595574,0.00009594601,0.00006883663],"genre_scores_gemma":[0.9980306,0.00008363316,0.001010913,0.000005843221,0.0001103409,0.00001696731,0.000003457152,0.00002306532,0.0007151671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009216884,"threshold_uncertainty_score":0.710485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009156560373932688,"score_gpt":0.1953751122725193,"score_spread":0.1862185518985866,"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."}}