{"id":"W2948961748","doi":"10.1021/acsenergylett.9b00549","title":"Stable Unassisted Solar Water Splitting on Semiconductor Photocathodes Protected by Multifunctional GaN Nanostructures","year":2019,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Ga2O3 and related materials","field":"Materials Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hydrogen and Fuel Cell Technologies Office; Office of Science; Division of Chemical, Bioengineering, Environmental, and Transport Systems; College of Engineering, Michigan State University; Emissions Reduction Alberta","keywords":"Photocathode; Water splitting; Semiconductor; Materials science; Optoelectronics; Nanostructure; Electrolyte; Reversible hydrogen electrode; Energy conversion efficiency; Electrode; Nanotechnology; Hydrogen; Artificial photosynthesis; Solar energy; Photocatalysis; Chemistry; Working electrode; Physics; Electrical engineering; Catalysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002843356,0.0003093003,0.0003073853,0.00009392569,0.0002156147,0.0001771047,0.0002896812,0.000207972,0.002210354],"category_scores_gemma":[0.00003249278,0.0002071614,0.00006749517,0.00009144966,0.00008820385,0.0002260392,0.00007177719,0.0001639645,0.0003547516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008202956,"about_ca_system_score_gemma":0.00002696107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00039043,"about_ca_topic_score_gemma":0.000004825813,"domain_scores_codex":[0.9978687,0.0001994003,0.0003725101,0.0005941465,0.0003598646,0.0006054406],"domain_scores_gemma":[0.9992476,0.00006206427,0.0001384404,0.0003997494,0.00005793796,0.00009421125],"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":[0.0001124437,0.0000359547,0.00006210039,0.00003346888,0.00002878224,0.000007739755,0.0001499829,0.0008343395,0.9931083,0.00006092403,0.005492586,0.00007334616],"study_design_scores_gemma":[0.000638161,0.00006590044,0.0001077242,0.00005384817,0.00001682008,0.00001405577,0.00002808946,0.00005084717,0.9846236,0.00005546581,0.01402476,0.0003207413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965896,0.00002717042,0.00009696181,0.0005853395,0.001830636,0.0002966413,0.00005187416,0.0002039388,0.0003178375],"genre_scores_gemma":[0.9941186,0.000004451071,0.000480164,0.003083117,0.000167242,0.00006969933,0.0002014574,0.00005584053,0.001819424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008532171,"threshold_uncertainty_score":0.9987018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006927478591739418,"score_gpt":0.1945890159531875,"score_spread":0.1876615373614481,"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."}}