{"id":"W4414351903","doi":"10.1002/adma.202511322","title":"COF‐Based S‐Scheme Heterojunction Photocatalyst","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Photocatalysis; Heterojunction; Fabrication; Characterization (materials science); Solar energy; Charge carrier; Water splitting; Semiconductor","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":[0.00007102408,0.0002619215,0.000189714,0.0002204581,0.0001402817,0.000303468,0.0004155926,0.0005113741,0.00124306],"category_scores_gemma":[0.0001237827,0.000110252,0.0002199848,0.0002609355,0.0001125797,0.0004411818,0.0001583705,0.0002861428,0.0003322731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897749,"about_ca_system_score_gemma":0.000220419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007259857,"about_ca_topic_score_gemma":0.002156349,"domain_scores_codex":[0.9999291,0.000003620596,0.000004020803,0.00002273803,0.00002619779,0.00001431111],"domain_scores_gemma":[0.9999655,0.000009256421,0.000007455384,0.000003926202,0.00001037136,0.000003377166],"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":[0.00004562362,0.00006723028,0.0004225445,0.001203632,0.0000384906,0.0003219389,0.00003758788,0.001926453,0.9269395,0.007214428,0.001476367,0.0603062],"study_design_scores_gemma":[0.000008427379,0.0001950768,0.001753881,0.0000408913,0.00003362447,0.0006378904,0.00003932399,0.004772553,0.9399778,0.0004130241,0.05211087,0.00001664229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8063592,0.09048054,0.04977556,0.0006913278,0.0009115239,0.0002225775,0.001040987,0.0006819466,0.04983631],"genre_scores_gemma":[0.9597325,0.01745933,0.0131985,0.00009743866,0.00006790118,0.00004203946,0.0004180014,0.0000267544,0.008957683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00124306,"threshold_uncertainty_score":0.004158437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006418043676498064,"score_gpt":0.2662564491204999,"score_spread":0.2598384054440018,"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."}}