{"id":"W1540904041","doi":"10.18331/brj2015.1.2.4","title":"BiodieselAnalyzer: a user-friendly software for predicting the properties of prospective biodiesel","year":2014,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":241,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiesel; Software; User Friendly; Computer science; Environmentally friendly; Environmental science; Operating system; Chemistry; Ecology; Biology","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":[0.002341883,0.0001395683,0.0001903228,0.0002362776,0.0008808525,0.0001606584,0.0004644891,0.0000835348,0.00002489743],"category_scores_gemma":[0.001755721,0.00008655735,0.0001068308,0.0006103109,0.000472124,0.0001645473,0.00007542361,0.0006618684,0.00002608037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009256152,"about_ca_system_score_gemma":0.00009538405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001665489,"about_ca_topic_score_gemma":0.00001369002,"domain_scores_codex":[0.9983032,0.0001290829,0.0003679546,0.0001942803,0.0005089045,0.0004966235],"domain_scores_gemma":[0.9980171,0.0002122348,0.00007583055,0.0003351136,0.0012315,0.0001282606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007675149,0.0008041155,0.076254,0.004137462,0.002102502,0.000003825692,0.009839837,0.002179945,0.2590873,0.01581928,0.515403,0.1136012],"study_design_scores_gemma":[0.002041539,0.0009514933,0.00844752,0.0004092873,0.0000939653,0.0001732921,0.007194876,0.01506222,0.1683072,0.006803771,0.7898639,0.0006508836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7294217,0.02184208,0.2126781,0.01750646,0.002503081,0.007382731,0.0004516866,0.001349709,0.0068645],"genre_scores_gemma":[0.9926575,0.0006195169,0.005231882,0.0000176057,0.0007481102,0.000304535,0.000003445922,0.00003287906,0.0003845118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2744609,"threshold_uncertainty_score":0.6774894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05469608412500338,"score_gpt":0.3030027354591625,"score_spread":0.2483066513341591,"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."}}