{"id":"W3161317607","doi":"10.3390/polym13101579","title":"Screening for Methane Utilizing Mixed Communities with High Polyhydroxybutyrate (PHB) Production Capacity Using Different Design Approaches","year":2021,"lang":"en","type":"article","venue":"Polymers","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyhydroxybutyrate; Bioplastic; Polyhydroxyalkanoates; Biomass (ecology); Pulp and paper industry; Methanotroph; Methane; Environmental science; Biopolymer; Biodegradation; Microbial consortium; Bacterial growth; Nitrate; Waste management; Chemistry; Materials science; Bacteria; Biology; Anaerobic oxidation of methane; Ecology; Microorganism; Engineering; Polymer; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006700168,0.0007876059,0.0006733455,0.0005484095,0.0002735028,0.0008944887,0.0004881099,0.0008858116,0.0004141745],"category_scores_gemma":[0.0006218902,0.0003681612,0.0006496623,0.000427673,0.0002303481,0.000478019,0.0007869795,0.0005033817,0.000349885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580131,"about_ca_system_score_gemma":0.0003596307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004683314,"about_ca_topic_score_gemma":0.001301225,"domain_scores_codex":[0.999248,0.0001577093,0.000077549,0.0002027291,0.0002291731,0.00008481468],"domain_scores_gemma":[0.9997738,0.00004887414,0.00005470747,0.00001914441,0.00006954151,0.00003398034],"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":[0.00006978987,0.0001007364,0.0003439439,0.00009973826,0.000007975526,0.00002909017,0.0000214708,0.0001724171,0.9965005,0.00001902504,0.00001070202,0.002624719],"study_design_scores_gemma":[0.00002175965,0.001218863,0.002819459,0.00002010399,0.00004707522,0.0001452143,0.0001229817,0.002277729,0.9922922,0.00003715882,0.0009749278,0.00002247154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976992,0.001050584,0.01943175,0.0002153129,0.00003745555,0.0004882609,0.0005467763,0.0001623309,0.001075475],"genre_scores_gemma":[0.8876757,0.001984339,0.1051438,0.0001586566,0.00001850187,0.001035879,0.001054006,0.00004813824,0.002880954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008944887,"threshold_uncertainty_score":0.003543437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2430799567052488,"score_gpt":0.255868416697547,"score_spread":0.01278845999229819,"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."}}