{"id":"W4408308385","doi":"10.1002/solr.202400804","title":"Lighting the Path to Practical Applications of Single‐Atom Catalysts in Photocatalysis: The Role of Platinum Group Single Atoms in Enhancing Catalytic Activity","year":2025,"lang":"en","type":"article","venue":"Solar RRL","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photocatalysis; Catalysis; Platinum; Platinum group; Group (periodic table); Atom (system on chip); Path (computing); Materials science; Chemistry; Nanotechnology; Photochemistry; Computer science; Organic chemistry; Embedded system; Computer network","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":[0.0007107144,0.0005158925,0.0005859835,0.0005946187,0.0004809258,0.001595783,0.0006660031,0.001688018,0.003336742],"category_scores_gemma":[0.0006704942,0.0004500718,0.0004767912,0.0006457259,0.0009451251,0.003268597,0.001019949,0.003346738,0.001619768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007622873,"about_ca_system_score_gemma":0.0006949267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004360527,"about_ca_topic_score_gemma":0.001191129,"domain_scores_codex":[0.9996542,0.00005956656,0.00002210912,0.00007140799,0.0001509788,0.00004164889],"domain_scores_gemma":[0.9997445,0.0001224004,0.00002638419,0.00002483084,0.00006279516,0.00001911178],"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":[0.000161792,0.0001464948,0.0006039193,0.009309975,0.0000849827,0.0006554382,0.0005114181,0.001957447,0.4272825,0.1398572,0.02613342,0.3932956],"study_design_scores_gemma":[0.00003592757,0.0005474179,0.0006194506,0.0008102577,0.0000704911,0.001265137,0.0003536791,0.003598118,0.2667955,0.05270751,0.6731302,0.00006631834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02689731,0.8489262,0.0694122,0.01352264,0.002189894,0.00007537152,0.0002588966,0.0004116274,0.03830577],"genre_scores_gemma":[0.1757188,0.7500931,0.05813141,0.002291804,0.001219872,0.0000967717,0.0002606835,0.0001459446,0.01204159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003336742,"threshold_uncertainty_score":0.01116246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009430264972503922,"score_gpt":0.2776965649430424,"score_spread":0.2682662999705385,"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."}}