{"id":"W2057776454","doi":"10.4141/cjps06067","title":"Energy balances of biodiesel production from soybean and canola in Canada","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Plant Science","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canola Council of Canada","keywords":"Canola; Biodiesel; Biodiesel production; Soybean oil; Transesterification; Agronomy; Environmental science; Vegetable oil; Diesel fuel; Pulp and paper industry; Chemistry; Waste management; Food science; Biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003151774,0.00004371555,0.00007776635,0.0002587189,0.00004211064,0.0000103869,0.000110846,0.00001668916,0.00001014703],"category_scores_gemma":[0.00002758316,0.00003821516,0.000006557343,0.0002594909,0.0001222009,0.0001413998,0.000003189359,0.00007227487,1.336892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003042328,"about_ca_system_score_gemma":0.001481594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9277005,"about_ca_topic_score_gemma":0.9936565,"domain_scores_codex":[0.9994662,0.000004493118,0.0001619243,0.00007259274,0.0001314593,0.000163301],"domain_scores_gemma":[0.9996232,0.000009806246,0.00004868124,0.0000480182,0.00004790826,0.0002223849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004522124,0.00001065143,0.4752026,0.0001112079,0.00003020343,0.0003754183,0.001879554,0.001494163,0.4708672,0.0001547631,0.01641381,0.03341523],"study_design_scores_gemma":[0.0003843315,0.00006115981,0.3774022,0.000219809,0.00001049465,0.0003772812,0.003335654,0.002317556,0.5705209,0.0001521863,0.04490443,0.0003140535],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975318,0.0007368326,0.00003602822,0.0001983122,0.001276004,0.00001544153,0.00003847171,0.000001651352,0.0001654006],"genre_scores_gemma":[0.9997134,0.00006652695,0.0001136063,0.00002519909,0.00006980282,5.065717e-8,0.000001041207,0.000001659138,0.000008723076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09965365,"threshold_uncertainty_score":0.2628285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006919360309573382,"score_gpt":0.1621493749995547,"score_spread":0.1552300146899813,"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."}}