{"id":"W1982323492","doi":"10.1039/c4ta04254a","title":"Enhancing visible-light photoelectrochemical water splitting through transition-metal doped TiO<sub>2</sub> nanorod arrays","year":2014,"lang":"en","type":"article","venue":"Journal of Materials Chemistry A","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Water splitting; Nanorod; Visible spectrum; Doping; Materials science; Nanotechnology; Optoelectronics; Transition metal; Chemical engineering; Photocatalysis; Chemistry; Catalysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008556686,0.0003901631,0.0008233155,0.00005506448,0.0001344475,0.0001095096,0.0004097319,0.0002833071,0.0004601728],"category_scores_gemma":[0.0001534251,0.0003083006,0.0002935794,0.0001250043,0.00006693161,0.0005014678,0.00006343252,0.0003505762,0.00003683026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650759,"about_ca_system_score_gemma":0.00004906098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009586143,"about_ca_topic_score_gemma":0.000001918342,"domain_scores_codex":[0.9971857,0.000115746,0.00131341,0.0003659371,0.00045777,0.0005614207],"domain_scores_gemma":[0.9984799,0.0000842513,0.0006483014,0.0004051761,0.0002386679,0.0001436941],"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":[0.0002739532,0.00009849014,4.003514e-7,0.0002139492,0.0001163214,0.00002857196,0.0004237269,0.00009115149,0.9985322,0.00003041907,0.00007146293,0.0001193067],"study_design_scores_gemma":[0.0007258601,0.00007845593,6.490699e-7,0.0002549243,0.0001334724,0.0004694814,0.00007046046,0.000009937165,0.9928929,0.003252427,0.001738262,0.0003731901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879426,0.00003619986,0.01006284,0.0001574561,0.0001602345,0.0001139069,0.000006013981,0.0001202068,0.001400498],"genre_scores_gemma":[0.9931958,0.00004193452,0.005131232,0.0001620036,0.001268462,0.00002556548,0.00005841282,0.00007784109,0.00003868788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005639367,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005573320432648907,"score_gpt":0.2272136788062874,"score_spread":0.2216403583736385,"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."}}