{"id":"W1594732969","doi":"10.18331/brj2015.1.2.6","title":"Integrated volarization of spent coffee grounds to biofuels","year":2014,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofuel; Agricultural economics; Business; Economics; Engineering; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001364575,0.0000888785,0.0001236974,0.0004261995,0.0001789705,0.0001146156,0.0002680036,0.00007156981,0.0002743976],"category_scores_gemma":[0.0003322933,0.00007615381,0.0000441627,0.0008819295,0.00008872255,0.0001208319,0.0000427892,0.000510795,0.0002333768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001202249,"about_ca_system_score_gemma":0.0000496886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001362795,"about_ca_topic_score_gemma":0.000007115282,"domain_scores_codex":[0.9987277,0.0001145867,0.0002797331,0.0001302266,0.0004435236,0.000304256],"domain_scores_gemma":[0.9988891,0.00005481009,0.00003049541,0.0002269463,0.0005646557,0.0002340292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004939959,0.0001818376,0.003346705,0.0001727394,0.00008781868,0.000002189031,0.0005629506,0.0006454544,0.7609729,0.009288985,0.03473362,0.1899554],"study_design_scores_gemma":[0.0005908532,0.0003394044,0.01579099,0.0001048209,0.00001086746,0.00007179787,0.0004527711,0.008948604,0.1292523,0.01330854,0.8308278,0.0003013004],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7084053,0.000669783,0.2648185,0.004289343,0.001227211,0.0007675108,0.00004223298,0.0002772827,0.01950279],"genre_scores_gemma":[0.9954871,0.0002032384,0.003350131,0.00003125329,0.0003699564,0.00001439499,0.000008990623,0.00001968321,0.000515267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7960941,"threshold_uncertainty_score":0.3105462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06498547940216667,"score_gpt":0.3291071340339271,"score_spread":0.2641216546317604,"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."}}