{"id":"W3165724737","doi":"10.1016/j.jbiosc.2021.04.007","title":"Production of poly-hydroxy-butyrate using nitrogen removing methanotrophic mixed culture bioreactor","year":2021,"lang":"en","type":"article","venue":"Journal of Bioscience and Bioengineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Methane; Nitrogen; Bioplastic; Chemistry; Volume (thermodynamics); Polyhydroxyalkanoates; Pulp and paper industry; Environmental chemistry; Chemical engineering; Bacteria; Biology; Ecology; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0005438743,0.0001243337,0.0002671272,0.0001291699,0.0001123861,0.00008288199,0.0001611276,0.00006171186,0.00001579226],"category_scores_gemma":[0.0001669988,0.00008436602,0.00007816431,0.0003426486,0.0001261575,0.0004507097,0.00005962907,0.0001033305,6.851232e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002611586,"about_ca_system_score_gemma":0.0001080562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002619175,"about_ca_topic_score_gemma":0.00000180234,"domain_scores_codex":[0.9988878,0.00004794749,0.0003863458,0.0001808552,0.0002860878,0.0002109735],"domain_scores_gemma":[0.9992979,0.00001771475,0.0002809421,0.0001286519,0.0001883423,0.00008648707],"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":[0.00001259995,0.00002051227,0.0004127084,0.00005891465,0.00000976047,0.00001075928,0.0002170677,0.00002905098,0.9958187,0.0000162182,0.000005020294,0.003388671],"study_design_scores_gemma":[0.00007675654,0.00007102091,0.0001863324,0.0002059956,0.00003594032,0.0003602233,0.0003387656,0.00104478,0.9973502,0.00003169913,0.0001858421,0.0001124017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671224,0.03002363,0.00155461,0.000247381,0.001002663,0.00002591963,0.000006107823,0.00001008401,0.000007242753],"genre_scores_gemma":[0.9851782,0.0005211034,0.01406701,0.00001924614,0.0001703776,2.983279e-7,2.189077e-7,0.000007726224,0.00003578901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02950252,"threshold_uncertainty_score":0.3440346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538767640149128,"score_gpt":0.2298308165686553,"score_spread":0.204443140167164,"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."}}