{"id":"W4391381078","doi":"10.1002/adfm.202400580","title":"High‐performance Photoelectrochemical Hydrogen Production Using Asymmetric Quantum Dots","year":2024,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"National Key Research and Development Program of China; European Regional Development Fund; Natural Sciences and Engineering Research Council of Canada; National Science and Technology Major Project; Higher Education Discipline Innovation Project; Priority Academic Program Development of Jiangsu Higher Education Institutions; Science and Technology Program of Suzhou; National Natural Science Foundation of China; Canada Research Chairs; Department of Education of Shandong Province","keywords":"Materials science; Photocurrent; Quantum dot; Hydrogen production; Heterojunction; Optoelectronics; Water splitting; Oxide; Absorption (acoustics); Nanotechnology; Chemical engineering; Hydrogen; Photocatalysis; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000271688,0.0003446263,0.000381825,0.0004016649,0.0001694471,0.00007538851,0.0001699868,0.0001584044,0.0005363984],"category_scores_gemma":[0.0001444178,0.0003277883,0.0000901767,0.001098969,0.00007944508,0.00088102,0.00007733768,0.0001927629,0.0003015287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003900286,"about_ca_system_score_gemma":0.00007468861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008585864,"about_ca_topic_score_gemma":0.000002596417,"domain_scores_codex":[0.9977368,0.00005608769,0.0005531189,0.0007686183,0.0004203262,0.0004650403],"domain_scores_gemma":[0.9991625,0.00007595563,0.0001315621,0.0004177349,0.0001307522,0.00008147338],"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":[0.0002357505,0.00004486003,0.000007173204,0.0001054937,0.00007827436,0.000007251204,0.00001111356,0.01038052,0.976447,0.007370939,0.000116382,0.00519526],"study_design_scores_gemma":[0.0001667032,0.00009160004,0.00007572746,0.0001107682,0.00006261901,0.000111133,0.000005854392,0.0009701154,0.9798918,0.012491,0.005656438,0.000366185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910701,0.000479712,0.004200174,0.0000546465,0.002282413,0.0004105249,0.00002559919,0.001152582,0.000324233],"genre_scores_gemma":[0.9918157,0.000156894,0.005867382,0.00007762882,0.0009369628,0.0002918854,0.0003105742,0.0001047565,0.000438156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009410403,"threshold_uncertainty_score":0.9999174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566061523284233,"score_gpt":0.2577427212406109,"score_spread":0.2420821060077686,"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."}}