{"id":"W4407798926","doi":"10.1002/ange.202500814","title":"Photocatalytic Conversion of Polyester‐Derived Alcohol into Value‐Added Chemicals by Engineering Atomically Dispersed Pd Catalyst","year":2025,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Higher Education Discipline Innovation Project; National Natural Science Foundation of China; Canadian Light Source","keywords":"Photocatalysis; Polyester; Catalysis; Materials science; Chemical engineering; Alcohol; Nanotechnology; Chemistry; Organic chemistry; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001308349,0.0003879391,0.0006193459,0.0001104291,0.00007819205,0.00004999397,0.0005147273,0.0003112279,0.0004247288],"category_scores_gemma":[0.0002024863,0.0004004216,0.0002652801,0.000321593,0.0001737104,0.0001834596,0.0002259562,0.0002085877,0.00004751065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409189,"about_ca_system_score_gemma":0.0001279671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000354326,"about_ca_topic_score_gemma":0.000001889608,"domain_scores_codex":[0.9980523,0.000007170925,0.0006720821,0.0005530549,0.0002851049,0.0004303039],"domain_scores_gemma":[0.9984884,0.0001815008,0.0002348091,0.0008234782,0.00009377649,0.0001779914],"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":[0.00007832908,0.0001281529,0.0002348625,0.0007946143,0.0002483999,0.000005842718,0.000196512,0.000003595101,0.9950107,0.00002135632,0.003245859,0.00003177679],"study_design_scores_gemma":[0.001534996,0.000008491251,0.0000268803,0.0002679839,0.0002256193,0.000009165778,0.00013953,0.0001068966,0.9924498,0.00002617421,0.004854219,0.0003502864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946455,0.0003328594,0.00007956658,0.0001622232,0.0002077818,0.000226534,0.0001701933,0.0001960242,0.003979265],"genre_scores_gemma":[0.9971628,0.00004870943,0.0002308375,0.00007983929,0.00007166705,0.00007194606,0.0008480445,0.00005456732,0.001431575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002560942,"threshold_uncertainty_score":0.9998448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006625177746321036,"score_gpt":0.2313671873154618,"score_spread":0.2247420095691407,"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."}}