{"id":"W4393339905","doi":"10.1016/j.surfin.2024.104283","title":"Cyano and defective co-modified carbon nitride for optimized photoreformation of glucose to arabinose","year":2024,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Materials science; Carbon nitride; Carbon fibers; Nitride; Arabinose; Chemical engineering; Nanotechnology; Organic chemistry; Composite material; Catalysis; Food science; Xylose; Biology","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":[0.0001016671,0.0003086207,0.0001779639,0.000112742,0.0001097546,0.0001950172,0.0003686717,0.0002195601,0.0004634384],"category_scores_gemma":[0.000116489,0.0001232463,0.0001054846,0.0001691865,0.0001149702,0.0001308785,0.0001512867,0.0003016654,0.0001252974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004432653,"about_ca_system_score_gemma":0.0002262615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002115746,"about_ca_topic_score_gemma":0.006145616,"domain_scores_codex":[0.9998962,0.00001009442,0.000005972072,0.00002150051,0.0000395844,0.00002672997],"domain_scores_gemma":[0.9999605,0.000006274093,0.000009253111,0.00000586161,0.000009638151,0.00000836922],"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":[0.00005835907,0.00001335438,0.0000555619,0.00002399221,0.000003670192,0.00003101035,0.000009399428,0.0002694006,0.9982696,0.0001094033,0.00004310866,0.001113242],"study_design_scores_gemma":[0.000002217108,0.00002409083,0.0001958348,8.392703e-7,0.000002342231,0.00001575758,0.000005714772,0.0008185854,0.9985679,0.000007522615,0.0003569538,0.000002103805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954767,0.0003441047,0.002155634,0.00003405822,0.00002378844,0.00001369806,0.000109288,0.00005484101,0.001788038],"genre_scores_gemma":[0.9965416,0.0001980512,0.001939116,0.000008770555,0.000002095731,0.000008374654,0.0001078921,0.00002060013,0.001173519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002115746,"threshold_uncertainty_score":0.004206836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400610621359558,"score_gpt":0.2979645917347996,"score_spread":0.283958485521204,"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."}}