{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000355668,0.00008320614,0.00008670242,0.0000698964,0.0001764948,0.00003180164,0.0004265519,0.00001787852,0.000363838],"category_scores_gemma":[0.000186293,0.00007444021,0.00002578728,0.001314384,0.0003350024,0.0001602856,0.0003102676,0.00005995902,0.001032428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037581,"about_ca_system_score_gemma":0.00003457179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354339,"about_ca_topic_score_gemma":0.00006837594,"domain_scores_codex":[0.9985683,0.00001206849,0.0001656372,0.0002949447,0.0003650049,0.0005940238],"domain_scores_gemma":[0.9995226,0.00003267607,0.00004931245,0.0001656093,0.000008634142,0.0002211137],"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":[0.000007148812,0.00001208877,0.004770834,0.000002821599,9.205782e-7,0.000005353187,0.000270292,0.004897597,0.9863195,0.000118985,0.001564565,0.002029906],"study_design_scores_gemma":[0.0002485977,0.0001022607,0.1696571,0.00003631733,0.00001041094,0.00001922053,0.0001271177,0.009099569,0.8158197,0.0001998606,0.004414271,0.0002655405],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968173,0.000002906924,0.0009869875,0.0001646258,0.0005617885,0.0001009878,0.00002288548,0.00002813199,0.001314407],"genre_scores_gemma":[0.998546,0.000007413526,0.001081635,0.00009943853,0.0000407931,0.000001483927,0.000002465479,0.000004560239,0.0002162127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1704997,"threshold_uncertainty_score":0.9997454,"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."}}