{"id":"W4400008004","doi":"10.1002/adfm.202405414","title":"Engineering and Design of Halide Perovskite Photoelectrochemical Cells for Solar‐Driven Water Splitting","year":2024,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology","funders":"","keywords":"Perovskite (structure); Water splitting; Materials science; Halide; Nanotechnology; Hydrogen production; Hydrogen; Photoelectrochemical cell; Energy conversion efficiency; Hydrogen fuel; Solar energy; Energy transformation; Optoelectronics; Engineering physics; Catalysis; Chemical engineering; Inorganic chemistry; Electrical engineering; Chemistry; Electrode; Engineering; Photocatalysis; Physics","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":[0.0002346463,0.0003487011,0.000300347,0.0002233399,0.0001852316,0.0007404322,0.0005416232,0.0004525472,0.0005519742],"category_scores_gemma":[0.0001554468,0.0003303668,0.0003668423,0.0002584828,0.000127585,0.0004718407,0.0002608332,0.0006615338,0.000435206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005678856,"about_ca_system_score_gemma":0.0005393611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008350679,"about_ca_topic_score_gemma":0.001803342,"domain_scores_codex":[0.9998941,0.000008221723,0.000008608875,0.0000195095,0.00004822994,0.0000212935],"domain_scores_gemma":[0.9999603,0.000005341903,0.00001050244,0.000002316873,0.00001619798,0.000005287019],"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":[0.00003002692,0.00007103355,0.0003221904,0.0009766057,0.00002896983,0.000192386,0.00003800144,0.009977793,0.9605059,0.00486292,0.0007336609,0.02226061],"study_design_scores_gemma":[0.0000723795,0.0003975766,0.001053961,0.0001103424,0.00006627383,0.0004224072,0.0001230827,0.04569108,0.8863879,0.002158487,0.06348179,0.0000346655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6210545,0.08305976,0.2347833,0.00215389,0.0008455479,0.0007165882,0.001223667,0.000769257,0.05539359],"genre_scores_gemma":[0.8291445,0.03475754,0.1276449,0.0002312508,0.00007455338,0.000416344,0.0007087325,0.00008408196,0.006938065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008350679,"threshold_uncertainty_score":0.00412029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009011270551344892,"score_gpt":0.1979646575988106,"score_spread":0.1889533870474657,"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."}}