{"id":"W146256576","doi":"10.1007/978-1-4615-1247-9_9","title":"Headspace Volatile Aldehydes as Indicators of Lipid Oxidation in Foods","year":2001,"lang":"en","type":"review","venue":"Advances in experimental medicine and biology","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Lipid oxidation; Chemistry; Food science; Chromatography; Organic chemistry; Antioxidant","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":[0.00004353288,0.0002969865,0.001148891,0.0004556188,0.000009613365,0.000001130605,0.0001753093,0.0003562065,0.00004130083],"category_scores_gemma":[0.00009743137,0.0002235563,0.00004268964,0.0005760167,0.0004119241,0.00009658787,0.00006431291,0.0003161812,0.00000193257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191596,"about_ca_system_score_gemma":0.000005113821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001638048,"about_ca_topic_score_gemma":0.00001284353,"domain_scores_codex":[0.9988281,0.0000316922,0.0005510969,0.000284036,0.0000557863,0.000249287],"domain_scores_gemma":[0.9994543,0.0002021406,0.000135814,0.0001660732,0.000004888907,0.00003677464],"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":[0.000007194576,0.00003328485,0.0002105326,0.001362855,0.00001545272,0.000005824837,0.00009886042,0.000008264848,0.008063585,0.0004300041,0.00001928251,0.9897448],"study_design_scores_gemma":[0.0004207434,0.0004034341,0.000003253059,0.003989691,0.00001763507,0.00002463748,0.0005848581,0.000009314472,0.02594919,0.0007840157,0.9675278,0.0002854316],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0119584,0.9854904,0.00002695237,0.00001574894,0.0001965258,0.0002822514,0.000003713947,0.00008749533,0.001938497],"genre_scores_gemma":[0.04200268,0.9573631,0.0003813764,0.00001274704,0.00007492029,0.00008240635,0.00005131487,0.00002443066,0.000007061976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894595,"threshold_uncertainty_score":0.911636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234170343126293,"score_gpt":0.3832742156242553,"score_spread":0.3509325121929924,"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."}}