{"id":"W4416818423","doi":"10.1016/j.cej.2025.171400","title":"Intrinsic kinetics study of microwave catalytic pyrolysis of cellulosic biomass using a novel microwave thermogravimetric analyzer","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermogravimetric analysis; Microwave; Analytical Chemistry (journal); Activation energy; Particle size; Microwave oven; Pyrolysis","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":[0.0006516305,0.0006931789,0.0006507089,0.0004390039,0.0001419134,0.0004014956,0.0005888183,0.0004172134,0.0005959722],"category_scores_gemma":[0.0005649105,0.0003394178,0.0005646368,0.000591416,0.0002406718,0.0005714197,0.0002792013,0.0007446738,0.0003159284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003571199,"about_ca_system_score_gemma":0.00020375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005516741,"about_ca_topic_score_gemma":0.0007372529,"domain_scores_codex":[0.999508,0.00004203166,0.00003665752,0.0001467637,0.0002318442,0.00003455386],"domain_scores_gemma":[0.9997231,0.00008586295,0.00006420549,0.0000291253,0.00008186875,0.00001580549],"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":[0.00002245391,0.00001542632,0.0002933091,0.0000670341,0.00001104708,0.00001944112,0.0000129602,0.0002013726,0.9966304,0.00006626742,0.00002215058,0.00263825],"study_design_scores_gemma":[0.000003272884,0.00005933443,0.00167876,0.000004093076,0.00001879052,0.00007914627,0.000009837402,0.007577259,0.9897928,0.00002703082,0.0007396976,0.000009990422],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8194472,0.002986816,0.1740399,0.00009923824,0.0001102689,0.000118929,0.00084191,0.0005955729,0.001760116],"genre_scores_gemma":[0.9268181,0.002423611,0.067631,0.00005882186,0.00004299848,0.0001750457,0.0006621914,0.0001197892,0.002068385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006931789,"threshold_uncertainty_score":0.003446162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009763355360788808,"score_gpt":0.2110844367224777,"score_spread":0.2013210813616889,"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."}}