{"id":"W4307919199","doi":"10.1002/adfm.202210283","title":"Photothermal Catalytic Polyester Upcycling over Cobalt Single‐Site Catalyst","year":2022,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Higher Education Discipline Innovation Project; National Natural Science Foundation of China; Salt Science Research Foundation","keywords":"Catalysis; Photothermal therapy; Materials science; Polyester; Polyethylene terephthalate; Cobalt; Chemical engineering; Nanotechnology; Photochemistry; Waste management; Organic chemistry; Composite material; Chemistry; Metallurgy","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":[0.00007772162,0.0002962115,0.0002602765,0.0002855247,0.0001406982,0.0002257999,0.0002140244,0.0001872974,0.001257506],"category_scores_gemma":[0.000137102,0.0001156151,0.0001703666,0.000255393,0.0001474431,0.0001984796,0.0001990197,0.0002353238,0.000327628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767045,"about_ca_system_score_gemma":0.00020568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235497,"about_ca_topic_score_gemma":0.002580516,"domain_scores_codex":[0.9998764,0.000007665326,0.000007417856,0.00003395561,0.00003636664,0.00003825122],"domain_scores_gemma":[0.9999349,0.00001080436,0.00001508895,0.000009342419,0.00001634486,0.00001349159],"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":[0.00006935552,0.00002290152,0.0002491641,0.00009372113,0.00000759655,0.00007137377,0.00001123578,0.0003612278,0.9942949,0.0001002938,0.00009927266,0.004618955],"study_design_scores_gemma":[0.000004920556,0.00004622869,0.000512877,0.000002639963,0.000006133685,0.00002777339,0.000006426508,0.001422521,0.9974064,0.000009151731,0.0005527879,0.000002088229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915048,0.000926288,0.003911417,0.00005240732,0.00004786508,0.00002950074,0.00008390383,0.0001280624,0.00331572],"genre_scores_gemma":[0.9969273,0.0003271911,0.001130343,0.00001348142,0.000006034159,0.000008304474,0.00006186992,0.00001448286,0.001510963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001257506,"threshold_uncertainty_score":0.004206777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008800129542396149,"score_gpt":0.1944612459871371,"score_spread":0.1856611164447409,"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."}}