{"id":"W4417143019","doi":"10.1016/j.cej.2025.171663","title":"Synergistic four physical phenomena in a 3D photocatalyst for unprecedented overall water splitting","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Photocatalysis; Schottky barrier; Water splitting; Hydrogen production; Photocatalytic water splitting; Semiconductor; Schottky diode; Electrolysis of water; Plasmon","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":[0.00006958949,0.0002482303,0.0003012645,0.000166991,0.0003060814,0.0008294205,0.0005527397,0.0005149439,0.001761089],"category_scores_gemma":[0.00009610525,0.0002542555,0.0002872112,0.0002962688,0.0003806271,0.0004134097,0.0006485917,0.0006241847,0.0004000388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003948339,"about_ca_system_score_gemma":0.0001731187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003423372,"about_ca_topic_score_gemma":0.0009090291,"domain_scores_codex":[0.9998971,0.000007868121,0.000005452116,0.00002046446,0.00004265173,0.00002636608],"domain_scores_gemma":[0.9999729,0.000005902386,0.000003880511,0.0000067883,0.00000368696,0.000006741057],"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":[0.00009873503,0.00008244108,0.000247792,0.0001996084,0.00002310846,0.0002612504,0.0001079671,0.002262486,0.9788199,0.007690614,0.0008582933,0.009347778],"study_design_scores_gemma":[0.0000728653,0.0003131002,0.001788138,0.00001712485,0.00004124282,0.0003555924,0.0001247183,0.03729073,0.9433017,0.003452247,0.01318701,0.00005556553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695252,0.001286982,0.01246588,0.0003531171,0.0001269475,0.00002482631,0.0001922153,0.0003762886,0.01564872],"genre_scores_gemma":[0.9938996,0.0002675242,0.004043987,0.00005030275,0.000007901896,0.00002640014,0.00007167355,0.0000347418,0.001597697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001761089,"threshold_uncertainty_score":0.005891383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008079098541905463,"score_gpt":0.2477652009352153,"score_spread":0.2396861023933098,"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."}}