{"id":"W4415160269","doi":"10.1021/acs.iecr.5c02187","title":"Coproduction of Hydrogen and Value-Added Chemicals Using Ni-TiO <sub>2</sub> @g-C <sub>3</sub> N <sub>4</sub> Nanocomposites from Glycerol Photoreforming","year":2025,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Bifunctional; Hydrogen production; Photocatalysis; Hydrogen; Glycerol; Nanocomposite; Rational design; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007209322,0.0005151427,0.0002310198,0.0001980799,0.0001081999,0.0002604741,0.0004064605,0.0003733455,0.0007260432],"category_scores_gemma":[0.0001183627,0.0001905813,0.0003077302,0.0001884918,0.0002127412,0.0003207478,0.0002926588,0.0004309689,0.0002696485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400495,"about_ca_system_score_gemma":0.0002469059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007859104,"about_ca_topic_score_gemma":0.00282699,"domain_scores_codex":[0.9999107,0.000004994272,0.000006289932,0.00002345133,0.00003632594,0.0000181882],"domain_scores_gemma":[0.9999607,0.000005690497,0.0000119637,0.00000587251,0.000009418297,0.000006451592],"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":[0.00001535184,0.000005032329,0.00003982914,0.00002842606,0.000003549313,0.00002582716,0.000005908477,0.00007906291,0.9984555,0.00005977175,0.00002202712,0.001259681],"study_design_scores_gemma":[0.000001227049,0.00003122161,0.0002327379,0.000001018799,0.000006597093,0.00002206527,0.000006385962,0.0004312889,0.9987822,0.00001309675,0.0004700451,0.000002194262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752204,0.001267274,0.01761716,0.0001217282,0.0001124143,0.00007522275,0.000193389,0.0002598963,0.005132596],"genre_scores_gemma":[0.981501,0.0005599705,0.01397292,0.00004563645,0.000008822461,0.00003578424,0.0001333707,0.00003579236,0.003706856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007859104,"threshold_uncertainty_score":0.002905846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0328714052205058,"score_gpt":0.29918235548984,"score_spread":0.2663109502693342,"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."}}