{"id":"W1983215588","doi":"10.2495/sdp-v6-n2-119-134","title":"Further developments on biodiesel production and applications in brazil","year":2011,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Biodiesel; Diesel fuel; Biodiesel production; Environmental science; Renewable energy; Fossil fuel; Waste management; Biofuel; Engineering; Chemistry","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":[0.0002129165,0.00008867485,0.00008695504,0.0003695076,0.00006387971,0.00003324293,0.00009348334,0.00003566286,0.00001234298],"category_scores_gemma":[0.00003189759,0.00008137117,0.000009713909,0.0001265141,0.00002764066,0.0002057118,0.00002498583,0.0001297456,0.000002951254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000836191,"about_ca_system_score_gemma":0.00003750767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003640987,"about_ca_topic_score_gemma":0.000001844673,"domain_scores_codex":[0.999378,0.000006954572,0.0002605573,0.00009802522,0.0001356944,0.0001207438],"domain_scores_gemma":[0.9996478,0.00001478004,0.00006713587,0.00003815668,0.0001877891,0.00004434431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005802467,0.0007333473,0.4816087,0.0005080649,0.001216129,0.000616645,0.2317198,0.003601274,0.001635013,0.03161796,0.009098771,0.237064],"study_design_scores_gemma":[0.00109924,0.00006006128,0.6558344,0.0003601264,0.00001985056,0.0002249861,0.07566942,0.000133511,0.02012521,0.003487475,0.2423623,0.0006233613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933063,0.0005207037,0.001388363,0.0002310969,0.0002557042,0.0001546563,9.044136e-7,0.00002967682,0.004112574],"genre_scores_gemma":[0.995611,0.0001440095,0.003747216,0.00004038801,0.00009762538,0.00002299724,0.000004268539,0.000008344628,0.0003242092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2364407,"threshold_uncertainty_score":0.331822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115759326764266,"score_gpt":0.2450502726542633,"score_spread":0.2238926793866206,"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."}}