{"id":"W2320863475","doi":"10.1021/ef4023493","title":"Lumped Approach in Kinetic Modeling of Microwave Pyrolysis of Kraft Lignin","year":2014,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; Polytechnique Montréal","funders":"","keywords":"Pyrolysis; Chemistry; Yield (engineering); Lignin; Kraft paper; Kinetic energy; Gas chromatography; Mass spectrometry; Microwave; Organic chemistry; Product distribution; Pyrolysis–gas chromatography–mass spectrometry; Chromatography; Chemical engineering; Materials science; Catalysis","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":[0.0000935272,0.0001247254,0.0002718775,0.0000819839,0.000006479359,0.000004454252,0.0001528733,0.0001050683,0.000005432161],"category_scores_gemma":[0.000006674945,0.0001299207,0.00007450234,0.0001714571,0.00002168657,0.00003146935,0.00002934708,0.00007881488,0.000001143297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001602211,"about_ca_system_score_gemma":0.000007774472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006556903,"about_ca_topic_score_gemma":0.000006801468,"domain_scores_codex":[0.9992468,0.00001550915,0.0003101237,0.0001400949,0.000113153,0.0001743261],"domain_scores_gemma":[0.9996336,0.00002562924,0.00002745058,0.0002474878,0.00002390131,0.00004195656],"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":[0.000001015874,0.00002852388,0.00007522767,0.0001334735,0.00002768002,4.664358e-7,0.0001618726,0.07415704,0.9246794,0.0002106523,0.0001267908,0.0003978323],"study_design_scores_gemma":[0.0002421383,0.000009182743,0.000006661257,0.00003446463,0.0000131853,9.707474e-7,0.00004038779,0.1528143,0.8464267,0.0002323992,0.00007445565,0.0001051597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589354,0.0004857505,0.009904739,0.000005275785,0.00005521049,0.00002185199,0.000002070853,0.00004951229,0.03054013],"genre_scores_gemma":[0.9974706,0.00005083288,0.002240844,0.00001112078,0.00006268733,0.000008962817,0.00001189605,0.0000273254,0.0001156893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07865725,"threshold_uncertainty_score":0.5298011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0069244425169782,"score_gpt":0.1783219231208279,"score_spread":0.1713974806038497,"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."}}