{"id":"W1535449704","doi":"10.1002/047167849x.bio072.pub2","title":"Quality Assurance of Fats and Oils","year":2020,"lang":"en","type":"other","venue":"Bailey's Industrial Oil and Fat Products","topic":"Edible Oils Quality and Analysis","field":"Chemistry","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Quality assurance; Quality (philosophy); Environmental science; Business; Biotechnology; 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":[0.0003787258,0.0004305531,0.0010765,0.000106598,0.00006478591,0.00005893148,0.0002474287,0.0008825987,0.001298745],"category_scores_gemma":[0.001153641,0.0003976556,0.0001090107,0.0003361592,0.0003010102,0.0000706215,0.0001544443,0.0006570372,0.00001535346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001536144,"about_ca_system_score_gemma":0.0001351212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007825531,"about_ca_topic_score_gemma":0.00009520694,"domain_scores_codex":[0.9975997,0.0001293534,0.0006410985,0.0008912209,0.0004374953,0.0003011315],"domain_scores_gemma":[0.998379,0.0001633795,0.0006530199,0.0005360759,0.00006685357,0.0002016789],"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":[0.0002901641,0.0002598318,0.002263383,0.01751292,0.001082337,0.00004548856,0.0005837194,8.036971e-7,0.07388141,0.0009550875,0.5934332,0.3096916],"study_design_scores_gemma":[0.002483873,0.00005616655,0.00002477153,0.002529499,0.0004091203,0.000006916737,0.0003487236,0.000002678318,0.0829519,0.0001335224,0.9100355,0.00101734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01577661,0.02139018,0.00001411509,0.00340541,0.0009951729,0.0001132996,0.001523663,0.0003442266,0.9564373],"genre_scores_gemma":[0.01486478,0.03015128,0.001767242,0.0003099873,0.01637598,0.00004527235,0.0005669352,0.0005845784,0.935334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3166023,"threshold_uncertainty_score":0.9998475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06962779668824541,"score_gpt":0.2840614007398425,"score_spread":0.2144336040515971,"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."}}