{"id":"W4375862020","doi":"10.1016/j.biombioe.2023.106814","title":"Catalytic HDO of pyrolysis oil in supercritical ethanol with CoMoP and CoMoW catalysts supported on different carbon materials using formic acid as in-situ hydrogen sources","year":2023,"lang":"en","type":"article","venue":"Biomass and Bioenergy","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada; Western University","funders":"","keywords":"Catalysis; Deoxygenation; Supercritical fluid; Formic acid; Hydrodeoxygenation; Pyrolysis; Carbon fibers; Hydrogen; Chemistry; Coke; Chemical engineering; Inorganic chemistry; Materials science; Organic chemistry; Selectivity","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":[0.00009963588,0.0002056269,0.0004698728,0.0004272138,0.00003710634,0.00003160627,0.00006126358,0.0000881883,0.000002286408],"category_scores_gemma":[0.000009222058,0.000159274,0.00003012138,0.0004666646,0.0001093853,0.00005150011,0.00007157156,0.00004243776,8.649819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003790164,"about_ca_system_score_gemma":0.00001011908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011156,"about_ca_topic_score_gemma":0.002927545,"domain_scores_codex":[0.9989808,0.00002227408,0.0003305514,0.0002428142,0.0001629679,0.0002605512],"domain_scores_gemma":[0.9997076,0.00003547879,0.00002206326,0.000151228,0.00002050883,0.00006306025],"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":[0.00003778793,0.00003885332,0.008799353,0.0001665647,0.0001022842,0.00003590662,0.0003813684,0.0001884364,0.9897335,0.00005183154,0.000002320216,0.0004617636],"study_design_scores_gemma":[0.0006519884,0.00006725136,0.01219614,0.0001124414,0.00006772797,0.00001411156,0.0002718688,0.002828229,0.9835445,0.00001458706,0.00001810606,0.000213043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991674,0.0004498354,0.000001766076,0.00008024091,0.0000368525,0.0000504005,0.00004138082,0.00005299309,0.0001191404],"genre_scores_gemma":[0.9993438,0.0004285125,0.000004505311,0.000008778069,0.00001938826,0.00001559545,0.0001396463,0.00002547114,0.00001430524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006189029,"threshold_uncertainty_score":0.6495007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415608389936656,"score_gpt":0.2234851276457626,"score_spread":0.2093290437463961,"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."}}