{"id":"W1804789415","doi":"10.18331/brj2015.2.1.2","title":"Future of bioethanol…","year":2015,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biofuel; Economics; Business; Environmental science; Waste management; Engineering","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":[0.004823789,0.0001401504,0.0002774079,0.0006087841,0.0001641676,0.0001149729,0.0007040198,0.000167438,0.0002989391],"category_scores_gemma":[0.0006753728,0.0001052057,0.0001263177,0.000841144,0.0002535389,0.0002129752,0.0001582552,0.0007620089,0.0002673774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002581336,"about_ca_system_score_gemma":0.0009316349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001662138,"about_ca_topic_score_gemma":0.000310571,"domain_scores_codex":[0.9958157,0.0009276985,0.0004796956,0.0002062813,0.001855523,0.0007151066],"domain_scores_gemma":[0.9971023,0.0001178713,0.0001538354,0.0004270869,0.0014489,0.000750055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001144998,0.0009733885,0.01776038,0.0003396483,0.0007751418,0.002074051,0.004173718,0.005207143,0.1577812,0.09105378,0.3578196,0.3608969],"study_design_scores_gemma":[0.001195837,0.0003989475,0.0003168632,0.00009294874,0.000005952394,0.0007071211,0.003376486,0.0001629442,0.03673851,0.009629675,0.9471933,0.0001813771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7364829,0.01891788,0.0003581875,0.003318102,0.005424594,0.000252263,0.00001770276,0.0001095965,0.2351188],"genre_scores_gemma":[0.9851419,0.0005864689,0.0009397599,0.00002357611,0.004880736,0.000007571182,0.000004123764,0.00004405028,0.008371823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5893737,"threshold_uncertainty_score":0.4290164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322657848913706,"score_gpt":0.3760654900603133,"score_spread":0.2437997051689427,"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."}}