{"id":"W4236558504","doi":"10.1002/047167849x.bio079.pub2","title":"Environmental Impact and Waste Management","year":2020,"lang":"en","type":"other","venue":"Bailey's Industrial Oil and Fat Products","topic":"Edible Oils Quality and Analysis","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Waste management; Wastewater; Environmental science; Refining (metallurgy); Process (computing); Municipal solid waste; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001209908,0.0004615818,0.0005651795,0.0001195272,0.00008401645,0.0001024336,0.0001881235,0.0005421151,0.004334445],"category_scores_gemma":[0.00003921973,0.0004015926,0.0001036657,0.0001500889,0.0001705194,0.00006038575,0.0002600313,0.0005207157,0.00006514333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004363739,"about_ca_system_score_gemma":0.00002500349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001228254,"about_ca_topic_score_gemma":0.000007576181,"domain_scores_codex":[0.9981265,0.00004415334,0.0003082925,0.0008549163,0.0003362242,0.0003299363],"domain_scores_gemma":[0.9991028,0.00002345246,0.0002291623,0.0004038227,0.000004208193,0.0002365103],"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":[0.0001258123,0.0001453921,0.0005324906,0.002383295,0.001371877,0.0001481006,0.0002060186,0.000001362458,0.003683414,0.00007013766,0.6329899,0.3583422],"study_design_scores_gemma":[0.001625816,0.00004960418,0.000006792129,0.0007339859,0.000572906,0.00001081692,0.0005502551,0.000006717844,0.002736945,0.00002235164,0.9930283,0.0006555109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02215178,0.01904424,0.000001682789,0.001516828,0.000699444,0.0001501642,0.001237507,0.0003087897,0.9548896],"genre_scores_gemma":[0.006948872,0.02629089,0.0001575186,0.0001259538,0.008334126,0.00002499611,0.0004943383,0.0003150306,0.9573083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3600384,"threshold_uncertainty_score":0.9998436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927783199571524,"score_gpt":0.2363661842215264,"score_spread":0.2070883522258111,"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."}}