{"id":"W2365997556","doi":"","title":"Biorefinery:A New Revolution in Green Energy","year":2008,"lang":"en","type":"article","venue":"China Pulp & Paper","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Biorefinery; Pulp (tooth); Engineering; Biomass (ecology); Waste management; Biochemical engineering; Pulp and paper industry; Biofuel","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":[0.0000474275,0.0001039816,0.00009484367,0.00008506443,0.00003919153,0.000004416074,0.00007291061,0.00009365869,0.000305488],"category_scores_gemma":[0.000005581994,0.00009371961,0.00003878377,0.0001997454,0.00002481621,0.0001474321,0.00001681509,0.0001068328,0.0001009851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005712248,"about_ca_system_score_gemma":0.0000139692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162575,"about_ca_topic_score_gemma":0.00006726853,"domain_scores_codex":[0.999467,0.00001335937,0.0001252033,0.0001493633,0.00008323734,0.0001618571],"domain_scores_gemma":[0.9997542,0.000002995647,0.00001188659,0.0001602668,0.000006292543,0.00006435498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009368587,0.000177297,0.01851213,0.0002850463,0.00006123103,0.0001015384,0.001729713,0.002010062,0.2824144,0.001873849,0.54154,0.151201],"study_design_scores_gemma":[0.0004683757,0.00002463206,0.09409603,0.00001926573,0.000004451764,0.0000494034,0.00001115095,0.001843534,0.00700297,0.0003922959,0.8958387,0.0002491902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938261,0.008146651,0.001603231,0.005972349,0.002361156,0.0002310454,0.000006961436,0.001092589,0.04232497],"genre_scores_gemma":[0.9916745,0.001005855,0.0002383878,0.0002639073,0.0003735299,0.000002918503,0.000016604,0.00001792604,0.006406373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3542987,"threshold_uncertainty_score":0.3821775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030588198209756,"score_gpt":0.1813948811375692,"score_spread":0.1710889991554717,"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."}}