{"id":"W4391884455","doi":"10.1021/acscatal.3c06046","title":"Solar-Driven Cellulose Photorefining into Arabinose over Oxygen-Doped Carbon Nitride","year":2024,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Cellulose; Chemistry; Arabinose; Oxygen; Formic acid; Oxidative phosphorylation; Radical; Carbon fibers; Organic chemistry; Materials science; Biochemistry; Xylose","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000201768,0.0003873648,0.0004200883,0.0006366594,0.00008033238,0.0001808384,0.0003919524,0.0002040227,0.0001491487],"category_scores_gemma":[0.00004162503,0.0003992697,0.0003541168,0.001361276,0.00005874075,0.0003416952,0.0001913145,0.000333809,0.0006193829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004174183,"about_ca_system_score_gemma":0.00004861742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001087497,"about_ca_topic_score_gemma":0.000224719,"domain_scores_codex":[0.998079,0.00002543547,0.0004305708,0.0005727388,0.0004310021,0.0004612645],"domain_scores_gemma":[0.9988556,0.0001015546,0.0000432869,0.0007696667,0.00004709907,0.0001828111],"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":[0.00002040858,0.00004060325,0.001460535,0.0003775939,0.001209427,0.000291612,0.00234743,0.002506492,0.9767793,0.00005715224,0.004173007,0.01073639],"study_design_scores_gemma":[0.0003586115,0.00002684738,0.0004921056,0.00009893028,0.0007362544,0.00001448879,0.0001545303,0.1850561,0.7895494,0.00008541716,0.02271117,0.000716206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928331,0.002891243,0.0003484695,0.00005846567,0.0007502811,0.0001469537,0.00002513701,0.000996983,0.001949405],"genre_scores_gemma":[0.9978743,0.0001569599,0.0002931912,0.00004195051,0.0001987076,0.00004009375,0.0006079962,0.0001232788,0.0006635392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.18723,"threshold_uncertainty_score":0.9998459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006112756257513049,"score_gpt":0.205900837237911,"score_spread":0.1997880809803979,"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."}}