{"id":"W4388128893","doi":"10.1021/acscentsci.3c00414","title":"Microbial Upcycling of Waste PET to Adipic Acid","year":2023,"lang":"en","type":"article","venue":"ACS Central Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Engineering and Physical Sciences Research Council; Carnegie Trust for the Universities of Scotland; UK Research and Innovation","keywords":"Adipic acid; Terephthalic acid; Chemistry; Escherichia coli; Acetic acid; Enzyme; Biochemistry; Organic chemistry; Polyester; Gene","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":[0.0001657767,0.0005614978,0.0003028694,0.0002119068,0.0002091906,0.000292116,0.0002467842,0.0002296893,0.00123594],"category_scores_gemma":[0.0002403214,0.0001671402,0.0003172525,0.0004217319,0.0001437454,0.0002805168,0.0004575658,0.000546663,0.0005813922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239878,"about_ca_system_score_gemma":0.0002859274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006293614,"about_ca_topic_score_gemma":0.001340072,"domain_scores_codex":[0.9997401,0.00002988256,0.00002422679,0.00006249546,0.00007931404,0.00006394272],"domain_scores_gemma":[0.9998944,0.00002620767,0.000023207,0.00002054778,0.00001947671,0.00001613167],"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":[0.00003249869,0.00002037799,0.0001431021,0.000033397,0.000003736131,0.0000552642,0.00002390118,0.0001793674,0.9971047,0.00004451933,0.00002984506,0.002329424],"study_design_scores_gemma":[8.063627e-7,0.00004800143,0.0003809041,0.000001863569,0.00000281532,0.0000304721,0.00001258739,0.0002517855,0.9987067,0.00000969177,0.0005521804,0.000002087723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797046,0.0004599566,0.01540354,0.00008960828,0.00004001095,0.0001173759,0.0006515141,0.0002363671,0.00329693],"genre_scores_gemma":[0.983698,0.0007692816,0.0106688,0.00004255426,0.00001057589,0.000072013,0.0008653569,0.0001051785,0.003768295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00123594,"threshold_uncertainty_score":0.004134595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008542680728991968,"score_gpt":0.21643773511717,"score_spread":0.207895054388178,"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."}}