{"id":"W2348032620","doi":"10.1002/cjce.22535","title":"Hydroprocessing of 4‐methylanisole as a representative of lignin‐derived bio‐oils catalyzed by sulphided CoMo/γ‐Al<sub>2</sub>O<sub>3</sub>: A semi‐quantitative reaction network","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrodeoxygenation; Hydrogenolysis; Chemistry; Toluene; Benzene; Catalysis; Bond cleavage; Lignin; Methanol; Organic chemistry; Alkylation; Selectivity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000133317,0.0002838639,0.0001846635,0.0001967912,0.0001308667,0.0002007745,0.000215625,0.0001386361,0.0005169198],"category_scores_gemma":[0.000132872,0.000145539,0.0001847816,0.0001726644,0.0002459672,0.0002266512,0.0001200529,0.0002292976,0.0001372545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004472276,"about_ca_system_score_gemma":0.0002660029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271369,"about_ca_topic_score_gemma":0.00386243,"domain_scores_codex":[0.999893,0.00001143855,0.000005349252,0.00002529745,0.00005171322,0.00001322496],"domain_scores_gemma":[0.9999331,0.00001438298,0.00001767678,0.000006574749,0.00001986368,0.000008414608],"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":[0.00006276861,0.000007320099,0.0002147036,0.00002291456,0.000003986759,0.00001163415,0.00001094262,0.0006419214,0.9975298,0.00004957461,0.00000558459,0.001438782],"study_design_scores_gemma":[0.000003263789,0.00007765876,0.001011965,0.000001665303,0.000007310984,0.00001240704,0.00000807526,0.002496332,0.9960939,0.00002363792,0.0002621916,0.000001653983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941669,0.0001581011,0.004783334,0.0000107813,0.000003101789,0.00002446345,0.0001391447,0.0000429335,0.0006712667],"genre_scores_gemma":[0.994725,0.0002118125,0.003799463,0.000004870481,0.000001312112,0.0000249881,0.0002477851,0.00001041008,0.0009742644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271369,"threshold_uncertainty_score":0.004516244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00898325969566984,"score_gpt":0.2142736216899667,"score_spread":0.2052903619942969,"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."}}