{"id":"W2290418162","doi":"10.4271/2014-36-0156","title":"Case Study: Production of Biodiesel from Frying Oil for Use in Employees Transport Minibuses Inside Fiat's Plant in Brazil","year":2014,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chrysler (Canada)","funders":"","keywords":"Biodiesel; Production (economics); Biodiesel production; Oil production; Environmental science; Pulp and paper industry; Waste management; Engineering; Petroleum engineering; Economics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004612421,0.0006564095,0.0003027427,0.0008087811,0.001742897,0.0008377846,0.0008298917,0.001331411,0.002004031],"category_scores_gemma":[0.0006412813,0.0002391456,0.0006188095,0.0009091395,0.0007283943,0.0006268364,0.0007425136,0.0004342648,0.0004333325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981201,"about_ca_system_score_gemma":0.001343979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03377815,"about_ca_topic_score_gemma":0.0665142,"domain_scores_codex":[0.9994659,0.00009502795,0.00003473226,0.0001115776,0.0001691298,0.0001235881],"domain_scores_gemma":[0.9996543,0.0001301548,0.00005527884,0.00003443522,0.00008133287,0.00004442009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001707536,0.003684073,0.1679296,0.004360179,0.000165869,0.1540227,0.0308619,0.03123786,0.4304577,0.006375131,0.003364385,0.1658332],"study_design_scores_gemma":[0.0002230213,0.007755628,0.2349169,0.001069245,0.0004520277,0.03695288,0.1173949,0.02801177,0.4696575,0.002109895,0.1011833,0.0002730196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924347,0.0002185507,0.00191208,0.0001490486,0.00000679653,0.0002156784,0.0002063322,0.00002109393,0.004835794],"genre_scores_gemma":[0.9906188,0.0003972975,0.003518471,0.00003736967,0.000003253631,0.00007466066,0.000119142,0.00001504098,0.005216076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03377815,"threshold_uncertainty_score":0.06716311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912392008344335,"score_gpt":0.2562390428862352,"score_spread":0.2271151228027918,"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."}}