{"id":"W3043961053","doi":"10.5539/jfr.v9n5p22","title":"Rapid Detection and Identification Systems for the Microbiological Assessment of Processed Soy Foods: A Review","year":2020,"lang":"en","type":"review","venue":"Journal of Food Research","topic":"Enterobacteriaceae and Cronobacter Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Soy milk; Soy protein; Food science; Biochemical engineering; Biotechnology; Food processing; Food safety; Computer science; Environmental science; Chemistry; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003503,0.0001760107,0.000846373,0.0001234139,0.000119507,0.0001208103,0.0005719863,0.000227853,0.000004185867],"category_scores_gemma":[0.000611026,0.00009809432,0.0003850896,0.0002501204,0.0001465281,0.000009550161,0.0001909464,0.0005922344,7.993374e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005252544,"about_ca_system_score_gemma":0.000589996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001651164,"about_ca_topic_score_gemma":0.000002495648,"domain_scores_codex":[0.9973288,0.0008546749,0.0009240669,0.0002774683,0.0003663629,0.0002486222],"domain_scores_gemma":[0.9976746,0.0002443275,0.0007461695,0.0002902602,0.0009496761,0.00009501135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001333847,0.0001335965,0.000004208128,0.1078349,0.001125147,0.000002871787,0.0000132041,2.985545e-7,0.08227836,0.00001684023,0.001816149,0.806641],"study_design_scores_gemma":[0.0002663484,0.003197131,0.00001326555,0.01028078,0.0002798821,0.0001905715,0.00004940644,0.000006208344,0.002249075,0.000005488888,0.9833617,0.0001001592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005281375,0.9965009,0.0008245315,0.0001677105,0.0001329262,0.001780098,0.00005133975,0.000001465374,0.00001291134],"genre_scores_gemma":[0.006911186,0.9922935,0.00004354781,0.00001096926,0.0004279413,0.000217164,0.00003960308,0.00002299563,0.00003313143],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9815455,"threshold_uncertainty_score":0.400017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1640315226276005,"score_gpt":0.460018166690748,"score_spread":0.2959866440631475,"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."}}