{"id":"W4256729422","doi":"10.1002/047167849x.bio072","title":"Quality Assurance of Fats and Oils","year":2005,"lang":"en","type":"other","venue":"Bailey's Industrial Oil and Fat Products","topic":"Edible Oils Quality and Analysis","field":"Chemistry","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Quality assurance; Quality (philosophy); Environmental science; Business; Biotechnology; Agricultural engineering; Engineering; Biology; Marketing","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":[0.0005435625,0.000449747,0.001031199,0.0001548636,0.00007243088,0.0000583022,0.0002432833,0.001036822,0.002427165],"category_scores_gemma":[0.0007953339,0.0004133577,0.0001092917,0.0002842976,0.000331975,0.00008904468,0.0001244974,0.0006211703,0.00001682895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002259478,"about_ca_system_score_gemma":0.0001304869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008499091,"about_ca_topic_score_gemma":0.0002209221,"domain_scores_codex":[0.9975345,0.0001207987,0.0006863578,0.0008541647,0.0004512811,0.0003528806],"domain_scores_gemma":[0.9982322,0.0001641493,0.0006919837,0.00065565,0.00008931138,0.0001667451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001754238,0.0003153992,0.001633902,0.008276679,0.0007323246,0.00001805123,0.0003169714,0.00000147451,0.03183394,0.0006711031,0.3098793,0.6461454],"study_design_scores_gemma":[0.002239733,0.00003373434,0.00003075883,0.002325368,0.0003178521,0.0000084444,0.0002195638,0.000001812448,0.0547989,0.00005957476,0.9390676,0.0008966244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02383014,0.02424165,0.000007291888,0.001364178,0.0007117644,0.00008221799,0.0009129592,0.0002329121,0.9486169],"genre_scores_gemma":[0.006000246,0.02002469,0.0009746233,0.00009136943,0.01061868,0.00002326748,0.0002208505,0.0002725765,0.9617737],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6452488,"threshold_uncertainty_score":0.9998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655795084544498,"score_gpt":0.2879064004278656,"score_spread":0.2313484495824207,"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."}}