{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006535481,0.0003258922,0.0003512588,0.000301148,0.0003907582,0.0001331761,0.0003562958,0.0001076883,0.00002078134],"category_scores_gemma":[0.00007447055,0.0002794893,0.00007128995,0.0005939904,0.0005726104,0.0005175794,0.0001908882,0.0001156884,0.000007602956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002302286,"about_ca_system_score_gemma":0.00007172138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001016133,"about_ca_topic_score_gemma":0.000005993799,"domain_scores_codex":[0.9977612,0.00004894368,0.0004396745,0.0007120373,0.0003792778,0.0006588376],"domain_scores_gemma":[0.9994147,0.00004390095,0.0001566504,0.0002548733,0.00001618805,0.0001136943],"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":[0.00003504131,0.00006423478,0.0002031442,0.00009629244,0.000008965989,0.00000127149,0.0004821438,0.001187818,0.9972324,0.00001294451,0.00005368484,0.0006220729],"study_design_scores_gemma":[0.0003355819,0.00006216985,0.001269654,0.0001141135,0.00003034716,0.0000262199,0.0002421359,0.005227451,0.9922802,0.000005416254,0.00005771602,0.0003489543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932666,0.004896087,0.0002254676,0.0000842603,0.00101591,0.0003482292,0.00008284402,0.00007882423,0.000001791913],"genre_scores_gemma":[0.9964229,0.0002335273,0.003116693,0.00001819299,0.0001127742,0.000022297,0.000009933429,0.00003674369,0.00002688376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004952146,"threshold_uncertainty_score":0.9999657,"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."}}