{"id":"W3167733122","doi":"10.1385/abab:114:1-3:361","title":"Construction of Recombinant &lt;I&gt;Escherichia coli &lt;/I&gt;Strains for Production of Poly- (3-hydroxybutyrate-&lt;I&gt;co&lt;/I&gt;-3-hydroxyvalerate)","year":2004,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Hong Kong Polytechnic University; Yale University","keywords":"Polyhydroxyalkanoates; Escherichia coli; Recombinant DNA; Yield (engineering); Fermentation; Chemistry; Polyester; Food science; Bacteria; Bioplastic; Nuclear chemistry; Biochemistry; Biology; Organic chemistry; Materials science","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":[0.0005900048,0.001314543,0.0009325209,0.0007839709,0.0003579231,0.0006794772,0.001105282,0.0005522591,0.001952252],"category_scores_gemma":[0.0005490054,0.0007171746,0.0006454388,0.00133077,0.0004285778,0.0004208415,0.0005594661,0.001892637,0.003231566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006666153,"about_ca_system_score_gemma":0.0007399293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002290895,"about_ca_topic_score_gemma":0.002236047,"domain_scores_codex":[0.9994843,0.00007362568,0.00007668223,0.00008201687,0.0001677119,0.0001155446],"domain_scores_gemma":[0.9994726,0.00009813267,0.0001502634,0.00009792532,0.00007095821,0.0001101061],"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":[0.0001060178,0.00009653814,0.0001253182,0.00006998087,0.00001096725,0.00005643869,0.00002754209,0.0001709068,0.9968452,0.0004242616,0.0002321074,0.001834763],"study_design_scores_gemma":[0.00002130322,0.00006374954,0.0004669539,0.000008387789,0.00002318126,0.00008861472,0.00001809661,0.0007758747,0.9936275,0.00005242289,0.004844562,0.000009300068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7322531,0.001690785,0.2282977,0.001007732,0.0007021457,0.001983167,0.02058637,0.003221306,0.01025761],"genre_scores_gemma":[0.7155252,0.002104188,0.2054126,0.0003579404,0.00008525975,0.001531328,0.04573722,0.001410382,0.02783594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002290895,"threshold_uncertainty_score":0.006530941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129929062657993,"score_gpt":0.2102767532470687,"score_spread":0.1989774626204888,"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."}}