{"id":"W4398784821","doi":"10.1097/nt.0000000000000684","title":"A Day in the Life of a Food Chemist","year":2024,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Microbiologists","funders":"","keywords":"Management; Advisory committee; Political science; Library science; Engineering; Business; Public administration; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002830257,0.00005260101,0.00005231699,0.00004693968,0.00002460141,0.00003270584,0.0001357542,0.00006497416,0.00004814725],"category_scores_gemma":[0.00008593974,0.0000425388,0.00005540272,0.0001811624,0.00004499243,0.000002961982,0.00001176052,0.00005643389,0.00002365365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004029075,"about_ca_system_score_gemma":0.00003533335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000212806,"about_ca_topic_score_gemma":0.000006674496,"domain_scores_codex":[0.9994411,0.00005293175,0.0001787637,0.0001603444,0.0000966036,0.00007019202],"domain_scores_gemma":[0.999659,0.00001918867,0.00002966627,0.0002268541,0.00004622718,0.00001903532],"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":[0.00001539198,0.0002496633,0.00005470499,0.0001962642,0.00002628006,6.372621e-7,0.0003130838,0.000001896056,0.9305199,0.01530051,0.05254288,0.0007787782],"study_design_scores_gemma":[0.0002849839,0.000079545,0.0008253913,0.00005655976,0.00001000006,0.000006264499,0.0003013188,0.00004794737,0.6486199,0.0004157251,0.3492732,0.00007907989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627116,0.01183908,0.002807949,0.009415389,0.0006179336,0.0006985277,0.0001489641,0.000049877,0.01171065],"genre_scores_gemma":[0.9987097,0.000209844,0.00005614922,0.0002285928,0.0001332919,0.00009367269,0.0001750131,0.000006857327,0.0003868627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2967303,"threshold_uncertainty_score":0.1734682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045886145675074,"score_gpt":0.2732051149094596,"score_spread":0.2527462534527089,"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."}}