{"id":"W2883139785","doi":"10.1007/s13399-018-0326-6","title":"Upgrading of biomass sourced pyrolysis oil review: focus on co-pyrolysis and vapour upgrading during pyrolysis","year":2018,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Pyrolysis; Biomass (ecology); Pyrolysis oil; Waste management; Focus (optics); Environmental science; Pulp and paper industry; Chemistry; Environmental chemistry; Engineering; Agronomy","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":[0.0003420452,0.0005788546,0.0008648743,0.000760843,0.0002723469,0.00006800264,0.0003409878,0.0003240012,0.0002880436],"category_scores_gemma":[0.000116839,0.0005103661,0.0002677682,0.001160299,0.0004668532,0.0002308275,0.0001821626,0.0001888682,0.00006314482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038815,"about_ca_system_score_gemma":0.00002363421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005390139,"about_ca_topic_score_gemma":0.000003225131,"domain_scores_codex":[0.9973928,0.00007256774,0.0007159293,0.0007360066,0.0004939737,0.0005887353],"domain_scores_gemma":[0.998508,0.0001921859,0.0002623481,0.0005219892,0.0001441289,0.000371363],"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":[0.0001267112,0.00004246039,0.001772983,0.002310641,0.0002807418,0.00001885835,0.0001079295,2.533355e-7,0.9838076,0.00002733833,0.002089036,0.009415507],"study_design_scores_gemma":[0.001335998,0.0001344447,0.000862111,0.0009203701,0.0003102385,0.00002853027,0.0001418293,0.0002625339,0.992533,0.00002842656,0.002813071,0.0006294933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887228,0.008775177,0.00002886631,0.0007253551,0.0002228909,0.0001351706,0.0000608533,0.000389846,0.0009390231],"genre_scores_gemma":[0.9925815,0.006551504,0.0001849621,0.0001698611,0.0001436663,0.00001677064,0.00003076312,0.00007433107,0.0002466117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008786014,"threshold_uncertainty_score":0.9997348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009738109278023394,"score_gpt":0.2181129343372284,"score_spread":0.208374825059205,"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."}}