{"id":"W7019834151","doi":"","title":"Immobilization of lipase and biodiesel production from fishery and animal processing waste","year":2012,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transesterification; Oleic acid; Biodiesel; Biodiesel production; Raw material; Acid value; Lipase; Alcohol; Peroxide value","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002864077,0.0004577126,0.0004489646,0.0002584915,0.0004740767,0.00006234337,0.0001372826,0.0004729873,0.00004522552],"category_scores_gemma":[0.0001572722,0.0005029244,0.00006887281,0.0003978307,0.00009367595,0.0008564185,0.00004606285,0.0005878275,0.00001692325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174199,"about_ca_system_score_gemma":0.00001497262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009325841,"about_ca_topic_score_gemma":0.0002000005,"domain_scores_codex":[0.9980704,0.00006061215,0.0006010584,0.0006629958,0.0002789115,0.000325975],"domain_scores_gemma":[0.9988789,0.00003866623,0.0002730752,0.0003797594,0.000258683,0.00017091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001191164,0.0001487779,0.0002565316,0.002130578,0.0001608492,0.00000106522,0.0001038789,0.00008403682,0.72819,0.001529334,0.00003586037,0.26724],"study_design_scores_gemma":[0.0008569124,0.0001229132,0.01511246,0.000977852,0.0006407297,0.0000327144,0.00271616,0.0008392617,0.9427387,0.003682555,0.03051282,0.001766986],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898628,0.003968038,0.000001035055,0.00002421575,0.0007235392,0.000566933,0.0005589367,0.0003187257,0.00397577],"genre_scores_gemma":[0.9960289,0.001261831,0.0006832363,0.00001321948,0.0001706387,0.000143124,0.001001287,0.0001165347,0.0005812417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.265473,"threshold_uncertainty_score":0.9997422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472810186893015,"score_gpt":0.2174591328291687,"score_spread":0.2027310309602386,"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."}}