{"id":"W7117485408","doi":"10.1002/vjch.70120","title":"Electrochemical catalysis and photocatalysis in nanomaterials: A review","year":2025,"lang":"en","type":"article","venue":"Vietnam Journal of Chemistry","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Photocatalysis; Catalysis; Nanomaterial-based catalyst; Electrochemistry; Nanomaterials","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":[0.0005378899,0.0002170917,0.0007969963,0.0001407832,0.00003252554,0.00002432123,0.0003762185,0.0001344283,0.0001670531],"category_scores_gemma":[0.0004453864,0.0001951181,0.000211973,0.0007322958,0.00008379277,0.0001585686,0.00009805242,0.0002874953,0.000002269955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496349,"about_ca_system_score_gemma":0.0001100395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001081042,"about_ca_topic_score_gemma":0.00000606159,"domain_scores_codex":[0.9982844,0.00004453442,0.0009649092,0.0002450661,0.0002248988,0.0002361645],"domain_scores_gemma":[0.9988334,0.00008302399,0.0004515802,0.0003923345,0.0001523346,0.00008736762],"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":[0.00006142687,0.00008130538,0.0001292009,0.00097102,0.0001276426,0.00002866102,0.00002250937,0.000002571992,0.9951293,0.00002176385,0.0004208019,0.003003729],"study_design_scores_gemma":[0.0003758874,0.00001494606,0.00001330361,0.00174001,0.0002443166,0.0001503902,0.00002483757,0.00001177063,0.9848404,0.0009315432,0.01149334,0.0001592789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611171,0.1183466,0.00165947,0.0009749108,0.0000895368,0.000470501,0.00000617465,0.0001094308,0.01722621],"genre_scores_gemma":[0.972367,0.02305434,0.003403758,0.0004851857,0.00008383837,0.0000698462,0.00003282196,0.00002911624,0.0004740208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112499,"threshold_uncertainty_score":0.7956683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005128383884986158,"score_gpt":0.2692893941340656,"score_spread":0.2641610102490794,"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."}}