{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008785533,0.0002735813,0.000120959,0.0001522368,0.00006801997,0.000229234,0.0002745353,0.0002800627,0.0006203546],"category_scores_gemma":[0.0001493547,0.0001484003,0.0001468284,0.0001220945,0.0001904938,0.0002199855,0.0001730483,0.000301034,0.00020912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002589056,"about_ca_system_score_gemma":0.00008758698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003045094,"about_ca_topic_score_gemma":0.0006179237,"domain_scores_codex":[0.999915,0.000007886728,0.0000068208,0.00002049393,0.00003398559,0.00001583209],"domain_scores_gemma":[0.9999634,0.000009079939,0.00001070159,0.000006343475,0.000007031162,0.000003458202],"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":[0.00001238789,0.00001111886,0.00008709337,0.00003133445,0.000003831344,0.00002728094,0.00000585214,0.0001308185,0.9978805,0.0001518522,0.00003790222,0.001620093],"study_design_scores_gemma":[0.000002898041,0.00002860774,0.0002579211,0.000001154526,0.000004071759,0.00002814773,0.000004592646,0.001010931,0.9979048,0.00002886155,0.0007264579,0.000001628847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784642,0.001752381,0.01530258,0.0001405633,0.00007006438,0.00002199165,0.00007712082,0.0001613125,0.004009738],"genre_scores_gemma":[0.9949765,0.0004243769,0.003295302,0.00001755256,0.000005955204,0.000005432037,0.00003993663,0.00001407545,0.001220934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006203546,"threshold_uncertainty_score":0.002075315,"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."}}