{"id":"W4389513481","doi":"10.1016/j.foodres.2023.113842","title":"Gas chromatography ion mobility spectroscopy: A rapid and effective tool for monitoring oil oxidation","year":2023,"lang":"en","type":"article","venue":"Food Research International","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture","funders":"","keywords":"Chemistry; Autoxidation; Peroxide value; Oxidative phosphorylation; Peroxide; Chemometrics; Gas chromatography; Chromatography; Rapeseed; Primary (astronomy); Gas chromatography–mass spectrometry; Food science; Organic chemistry; Mass spectrometry; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002569359,0.00009221998,0.00009135078,0.0003128086,0.00008021273,0.00005100324,0.0001819799,0.00007990511,0.00001015819],"category_scores_gemma":[0.0006405097,0.00009282152,0.00004369673,0.0003888896,0.0001000838,0.0001539978,0.0000956727,0.0002514637,0.00001432329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176292,"about_ca_system_score_gemma":0.000003379247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002018832,"about_ca_topic_score_gemma":0.000001053102,"domain_scores_codex":[0.9989844,0.00001938352,0.0001291921,0.0002227175,0.0003404444,0.0003038489],"domain_scores_gemma":[0.9992371,0.0004361448,0.00001461962,0.000136015,0.0001382128,0.00003789456],"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":[0.00003629497,0.00001731052,0.0009665585,0.00009227359,0.0000678763,0.000001385488,0.00004432413,0.0004189539,0.9678929,0.0005383685,0.0005145465,0.02940923],"study_design_scores_gemma":[0.0003111072,0.0001442691,0.00418836,0.00004480678,0.000001823434,0.000001754814,0.00007806548,0.005205272,0.9786658,0.009250927,0.002014942,0.00009282472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966242,0.0001164685,0.001223758,0.0002358794,0.0003199217,0.0002592514,0.00003738761,0.0007458274,0.0004373579],"genre_scores_gemma":[0.9969065,0.0003832451,0.00189212,0.000001139686,0.0002250322,0.0005091839,0.00003186498,0.00002162434,0.00002927259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0293164,"threshold_uncertainty_score":0.3785152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03245777810950051,"score_gpt":0.3416448073054431,"score_spread":0.3091870291959426,"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."}}