{"id":"W4387901227","doi":"10.1021/acs.energyfuels.3c03032","title":"Hollow NiP–ZnIn<sub>2</sub>S<sub>4</sub> Heterojunction for Simultaneous Hydrogen and Pyruvic Acid Production from Lactic Acid Photoreforming","year":2023,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Photocatalysis; Hydrogen production; Bifunctional; Hydrogen; Pyruvic acid; Lactic acid; Chemistry; Catalysis; Materials science; Chemical engineering; Organic chemistry","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":[0.00006343659,0.0002451485,0.0001889684,0.000108575,0.0001225633,0.0002223748,0.0002270548,0.0002660663,0.0006543947],"category_scores_gemma":[0.0000891212,0.0001364081,0.0001401096,0.0001267521,0.0001855775,0.0002666652,0.0002318592,0.0002240796,0.0002968739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924705,"about_ca_system_score_gemma":0.0001615976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005678361,"about_ca_topic_score_gemma":0.001542971,"domain_scores_codex":[0.9999298,0.000004870004,0.000004172465,0.00001792888,0.000031256,0.00001199647],"domain_scores_gemma":[0.9999689,0.000004927894,0.000009397899,0.000003857394,0.000007118684,0.000005812833],"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":[0.00001976276,0.000007311852,0.00006080025,0.00001870078,0.000002898991,0.00002613792,0.000005567372,0.0002188844,0.9977363,0.0001341364,0.0000680332,0.001701473],"study_design_scores_gemma":[0.00000381419,0.00003018129,0.0004211713,9.461747e-7,0.000005432391,0.00006500404,0.000007038536,0.003251996,0.9952987,0.00003564707,0.0008774726,0.000002597158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732186,0.0009966192,0.02180983,0.000104916,0.00006856674,0.00002343093,0.000104118,0.0003324509,0.003341483],"genre_scores_gemma":[0.9880064,0.0003779538,0.008981348,0.00002250706,0.000007760064,0.00001048418,0.00006555331,0.00002903368,0.002498885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006543947,"threshold_uncertainty_score":0.002189159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218884125733145,"score_gpt":0.2381908404941479,"score_spread":0.2260019992368165,"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."}}