{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001491989,0.0001601392,0.0002144156,0.00006261121,0.00004093894,0.00007487126,0.00005521565,0.00006872319,0.0001414939],"category_scores_gemma":[0.00001395097,0.0001366355,0.00003766393,0.00004885497,0.00001958363,0.0001447471,0.00002398184,0.00004554415,0.00001956798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003221447,"about_ca_system_score_gemma":0.000008433344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001363406,"about_ca_topic_score_gemma":7.911925e-8,"domain_scores_codex":[0.9991716,0.000008421514,0.0002902359,0.0002128736,0.00007654558,0.0002403195],"domain_scores_gemma":[0.9996699,0.0001321349,0.00001653956,0.000102839,0.00003426242,0.00004431554],"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":[0.00002955474,0.000005587681,3.471714e-7,0.0003917022,0.00003659986,5.966091e-7,0.0000436734,0.04057501,0.9579019,0.0006097641,0.000136176,0.0002690957],"study_design_scores_gemma":[0.0001655317,0.00002711705,0.00001662884,0.00007467964,0.00002607822,0.000009310462,0.000005956824,0.01750263,0.9779829,0.0005699206,0.003463436,0.0001558471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7674272,0.0002072019,0.2308801,0.00003108048,0.0006839318,0.0003485096,0.0001464809,0.000256084,0.00001938786],"genre_scores_gemma":[0.9825163,0.00006961173,0.01666156,0.00001288533,0.0002380516,0.0003037266,0.00009669751,0.00005481021,0.0000463904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.215089,"threshold_uncertainty_score":0.5571834,"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."}}