{"id":"W2137023923","doi":"","title":"Comparative Analysis of Pyrolysis Products from a Variety of Herbaceous Canadian Crop Residues","year":2011,"lang":"en","type":"article","venue":"","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lignin; Guaiacol; Chemistry; Biomass (ecology); Vanillin; Levoglucosan; Pyrolysis; Straw; Cellulose; Lignocellulosic biomass; Bran; Organic chemistry; Pulp and paper industry; Food science; Agronomy; Raw material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007268188,0.0001241807,0.0004593366,0.0003223088,0.00002214804,0.000005975576,0.0002277163,0.00006116257,0.0002592937],"category_scores_gemma":[0.00003354586,0.0001167215,0.00005461984,0.001094537,0.00008118909,0.0001638785,0.00002658497,0.00007714974,0.000002949935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005363008,"about_ca_system_score_gemma":0.00005755455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1420532,"about_ca_topic_score_gemma":0.2347368,"domain_scores_codex":[0.9992495,0.0000163398,0.0002806493,0.0001864454,0.0001071162,0.0001599594],"domain_scores_gemma":[0.9991897,0.00002813319,0.00006982815,0.0004804599,0.0001585999,0.00007330515],"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":[0.0004373537,0.0009112439,0.1415146,0.00112481,0.04418525,0.0001045865,0.1041296,0.08732991,0.5410171,0.01393087,0.04450645,0.02080829],"study_design_scores_gemma":[0.00009100965,0.00004005843,0.02739505,0.00003154801,0.0007299394,3.766443e-7,0.0003133383,0.01185339,0.9569328,0.00117146,0.001165785,0.0002752591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550998,0.001391223,0.1030722,0.00003282093,0.00006192014,0.0002883264,0.0008568835,0.0007447742,0.03845206],"genre_scores_gemma":[0.8477107,0.00003105469,0.1521135,0.000008925122,0.000006425118,0.00000677113,0.00007435329,0.00001073104,0.00003754178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4159158,"threshold_uncertainty_score":0.8636599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367708615875733,"score_gpt":0.250640060776112,"score_spread":0.2169629746173546,"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."}}