{"id":"W4414855410","doi":"10.1097/nt.0000000000000776","title":"A Day in the Life of a Food Thermal Process Authority","year":2025,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Society of Microbiologists","funders":"","keywords":"Process (computing); Thermal; Food processing; Work in process","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":[0.0004625467,0.00005780167,0.00008053156,0.00004684657,0.00002945188,0.000008273797,0.0001481378,0.00009761558,0.00001651396],"category_scores_gemma":[0.0002766132,0.0000462494,0.0000398399,0.0002065348,0.00003723393,0.000002924582,0.00002087472,0.00007889438,6.850699e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005679919,"about_ca_system_score_gemma":0.00006359642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008594066,"about_ca_topic_score_gemma":0.00001700426,"domain_scores_codex":[0.9993358,0.0002390948,0.0001527445,0.0001308012,0.00005973083,0.00008183393],"domain_scores_gemma":[0.9996631,0.0000307801,0.0000497663,0.0001690925,0.00007439819,0.00001282985],"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":[0.00006703942,0.0002868985,0.000663114,0.0001106302,0.00001635314,2.212502e-7,0.0001837218,0.00001015352,0.9934839,0.001657555,0.00255938,0.000961047],"study_design_scores_gemma":[0.0007060067,0.0001267444,0.005383433,0.00005099907,0.000008747507,9.076822e-7,0.000297279,0.00001327832,0.9797116,0.00157875,0.01205592,0.00006632724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899433,0.000443725,0.005116854,0.001409956,0.00007401068,0.0003061168,0.00001749377,0.00000552193,0.002683082],"genre_scores_gemma":[0.9984421,0.0000239959,0.0006603088,0.0006275298,0.00006926707,0.00006018904,0.00002951893,0.000003701321,0.00008339963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01377228,"threshold_uncertainty_score":0.1885996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181447366291154,"score_gpt":0.3196237068281575,"score_spread":0.3014789701990421,"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."}}