{"id":"W4414368318","doi":"10.1002/9781119265665.ch21","title":"Irradiation of Fresh Produce and Ground Beef","year":2025,"lang":"en","type":"other","venue":"","topic":"Radiation Effects and Dosimetry","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Agriculture and Agri-Food Canada","funders":"","keywords":"Food irradiation; Listeria monocytogenes; Salmonella; Irradiation; Contamination; Antimicrobial; Ionizing radiation; Food contaminant; Human health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001445679,0.0002546466,0.000106751,0.0003645023,0.0001497846,0.0002838368,0.000187009,0.0002125801,0.005327825],"category_scores_gemma":[0.00008530948,0.00007712434,0.0001844647,0.0003072465,0.00007503289,0.0001273861,0.0001657583,0.0002061182,0.0007240425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003268263,"about_ca_system_score_gemma":0.000165044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253291,"about_ca_topic_score_gemma":0.003149784,"domain_scores_codex":[0.99993,0.000007964592,0.000002561261,0.00001364689,0.0000365031,0.000009386768],"domain_scores_gemma":[0.9999673,0.000006684837,0.000009875233,0.000001681625,0.00001036331,0.00000402345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003649728,0.0001031422,0.002861585,0.00430015,0.00005798875,0.0004561411,0.0002786974,0.0011507,0.6236326,0.00289565,0.005141057,0.3587573],"study_design_scores_gemma":[0.00001372804,0.00229624,0.02476692,0.0007690278,0.0001463373,0.001502421,0.0003853794,0.0005652513,0.4957408,0.0007420749,0.4730462,0.00002556132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4771892,0.3551305,0.02087337,0.000921589,0.000846691,0.0002119125,0.001815065,0.0004092946,0.1426023],"genre_scores_gemma":[0.6277224,0.2311465,0.01180424,0.0007181833,0.0001379343,0.00006525057,0.002200428,0.0001087041,0.1260962],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005327825,"threshold_uncertainty_score":0.01782334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006413918248594017,"score_gpt":0.204052153984715,"score_spread":0.197638235736121,"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."}}