{"id":"W2762894418","doi":"10.1002/bit.26474","title":"Overproduction of MCL‐PHA with high 3‐hydroxydecanoate Content","year":2017,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pseudomonas putida; Decanoic acid; Chemistry; Substrate (aquarium); Acetic acid; Polyhydroxyalkanoates; Yield (engineering); Biochemistry; Biomass (ecology); Food science; Fed-batch culture; Chromatography; Fermentation; Biology; Enzyme; 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":[0.0001079871,0.0001009766,0.0001660085,0.00005790539,0.0001907404,0.00003449204,0.0001853952,0.0001348047,0.00002350742],"category_scores_gemma":[0.00002243615,0.00006695194,0.00001431463,0.00002665215,0.0003512806,0.000120709,0.00007657755,0.0000679966,0.000004118645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006495404,"about_ca_system_score_gemma":0.0000087779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000416212,"about_ca_topic_score_gemma":0.00002082186,"domain_scores_codex":[0.999469,0.000005777157,0.0001140338,0.0001947914,0.0000607046,0.0001556553],"domain_scores_gemma":[0.9994897,0.000006889721,0.00009127566,0.000369814,0.00001928055,0.00002304893],"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":[0.00003707195,0.0000108365,0.0005092623,0.00003369345,0.00001523674,0.000001624395,0.0000174687,0.00000356422,0.9855137,0.003114771,0.000004870941,0.01073787],"study_design_scores_gemma":[0.0001507071,0.0001185135,0.002682565,0.00005306197,0.00001641389,0.00002087064,0.00002821786,0.0001262855,0.9961464,0.00002973264,0.0005249212,0.0001023438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931719,0.003468273,0.00101239,0.001884186,0.0002514462,0.00005629584,0.000009145973,0.00009385957,0.00005255761],"genre_scores_gemma":[0.9980097,0.0002061164,0.00164411,0.000008666928,0.00003143028,0.00000601182,4.89322e-7,0.000007620097,0.00008584507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01063552,"threshold_uncertainty_score":0.2730221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266134679525739,"score_gpt":0.1959498686928718,"score_spread":0.1732885218976145,"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."}}