{"id":"W1512364486","doi":"10.1002/9781119962045.ch17","title":"Use of Electron Beams in Food Preservation","year":2012,"lang":"en","type":"other","venue":"","topic":"Radiation Effects and Dosimetry","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Commercialization; Shelf life; Business; Agriculture; Environmental science; Agricultural engineering; Biochemical engineering; Biotechnology; Food science; Engineering; Marketing; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000569578,0.00006921311,0.0001113561,0.00001971877,0.000006374955,0.000009669811,0.00006396451,0.0001389746,0.002624384],"category_scores_gemma":[0.00001892954,0.00002148221,0.00003094968,0.0001697567,0.00000818976,0.00008071653,0.00001170197,0.00004600768,0.00001620976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007297047,"about_ca_system_score_gemma":0.000001851037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517809,"about_ca_topic_score_gemma":0.002066681,"domain_scores_codex":[0.9995911,0.00003083318,0.00009193238,0.00009101198,0.00008394683,0.0001111883],"domain_scores_gemma":[0.9997874,0.00007108114,0.00008384181,0.0000280794,0.000006692318,0.00002287273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002869584,0.0004845559,0.06067282,0.00007975879,0.00006525974,3.471391e-7,0.00002986952,0.00001868088,0.0468815,0.008562068,0.7842748,0.09890171],"study_design_scores_gemma":[0.00003933701,0.0001717792,0.09534948,0.00002058265,0.000003281006,1.029446e-7,0.000001986991,0.0000168867,0.002279576,0.00004239843,0.9019804,0.00009419442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3578286,0.001724845,0.00001209917,0.0004007277,0.0002379818,0.0008245537,0.00009277273,0.0001574159,0.638721],"genre_scores_gemma":[0.4556113,0.0001077878,0.0001400557,0.0001393405,0.0004274173,0.00001347823,0.0002067045,0.000006475451,0.5433474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1177057,"threshold_uncertainty_score":0.9982874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982834689298442,"score_gpt":0.2190754192170521,"score_spread":0.1892470723240677,"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."}}