{"id":"W4376129175","doi":"10.1089/ees.2023.0020","title":"Rapid Enrichment of <i>Cupriavidus necator</i> in Mixed Microbial Cultures Using Autotrophic Growth: Mixed Microbial Cultures for Biodegradable Polymer Production Using CO <sub>2</sub> and Organic Wastes","year":2023,"lang":"en","type":"article","venue":"Environmental Engineering Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cupriavidus necator; Autotroph; Polyhydroxyalkanoates; Heterotroph; Food science; Microorganism; Biology; Chemistry; Bacteria","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":[0.0002959151,0.001029166,0.0005855215,0.0003899255,0.0002030609,0.000636922,0.0004525377,0.0005535307,0.0002756773],"category_scores_gemma":[0.0003457638,0.0002741359,0.000446275,0.0003420894,0.0002116887,0.0005233567,0.0008363705,0.000527925,0.0003710721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255421,"about_ca_system_score_gemma":0.0003171264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007015775,"about_ca_topic_score_gemma":0.001240038,"domain_scores_codex":[0.9995383,0.00006492832,0.00006213711,0.0001446143,0.0001281708,0.00006186683],"domain_scores_gemma":[0.9997514,0.00004804651,0.00006322411,0.00003115736,0.00006620074,0.00004012484],"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":[0.0000216587,0.00001202395,0.000170196,0.00003564064,0.000004103189,0.00001610999,0.00000961795,0.00002619546,0.9982483,0.000005891633,0.000007347291,0.001442916],"study_design_scores_gemma":[0.000002986046,0.0001014474,0.001225524,0.000005879051,0.00001829016,0.00006722119,0.0000211152,0.0007262994,0.9974464,0.000005402798,0.0003728939,0.000006641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756486,0.001997344,0.02018857,0.0001192795,0.00004375896,0.0002002905,0.0003953272,0.000256993,0.00114993],"genre_scores_gemma":[0.9304574,0.002377639,0.06362876,0.00009573581,0.00002115083,0.0003009585,0.001096883,0.0001031647,0.001918332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001029166,"threshold_uncertainty_score":0.001636446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316227519247024,"score_gpt":0.2056719595673463,"score_spread":0.192509684374876,"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."}}