{"id":"W4411176277","doi":"10.1016/j.foodcont.2025.111436","title":"Detection of foodborne viruses in berries – State of science and future considerations","year":2025,"lang":"en","type":"article","venue":"Food Control","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"Rijksinstituut voor Volksgezondheid en Milieu; Rutgers, The State University of New Jersey; Health Canada; North Carolina State University","keywords":"Virology; Food science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003524172,0.00004313236,0.0002297812,0.0002252639,0.00003769614,0.000004376411,0.00002731275,0.00002130908,0.000005715918],"category_scores_gemma":[0.001042492,0.00003648465,0.000019137,0.0002029529,0.0005437455,0.00005862138,0.00001919053,0.00008158781,1.940872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002109003,"about_ca_system_score_gemma":0.0001656133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007651644,"about_ca_topic_score_gemma":0.0008443834,"domain_scores_codex":[0.9993789,0.00005311833,0.0002127515,0.0001068879,0.0001037385,0.0001445798],"domain_scores_gemma":[0.9995646,0.00005553521,0.00004341358,0.00009071003,0.0002033876,0.00004238281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001373909,0.0001165843,0.06469242,0.0001787322,0.0001003477,0.000006904776,0.0002319737,0.00001965492,0.8919665,0.002772307,0.0001755774,0.03836508],"study_design_scores_gemma":[0.007896469,0.005482532,0.8394209,0.0001894168,0.00004664014,0.0000286235,0.0004425292,0.001269445,0.1366298,0.006756659,0.001765264,0.00007164577],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952299,0.0009003104,0.0005749023,0.00272275,0.00006381446,0.0002474359,0.00003039682,0.000006177027,0.0002243311],"genre_scores_gemma":[0.9992818,0.00008787236,0.0001325998,0.0004492834,0.0000189946,0.00001666524,4.767284e-7,0.000001774591,0.00001055296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7747285,"threshold_uncertainty_score":0.2003453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623979933672094,"score_gpt":0.3037910813123966,"score_spread":0.2875512819756757,"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."}}