{"id":"W2091464635","doi":"10.4315/0362-028x.jfp-12-460","title":"Development of Antimicrobial Coatings for Improving the Microbiological Safety and Quality of Shell Eggs","year":2013,"lang":"en","type":"article","venue":"Journal of Food Protection","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Food and Drug Administration; Public Health Agency of Canada","keywords":"Antimicrobial; Chitosan; Nisin; Salmonella; Food science; Polylactic acid; Salmonella enterica; Preservative; Chemistry; Allyl isothiocyanate; Contamination; Eggshell; Biofilm; Microbiology; Bacteria; Biology; Polymer; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001735032,0.000090461,0.0002749957,0.00006147799,0.0001446269,0.0000321468,0.0001508848,0.00006638624,0.0000167556],"category_scores_gemma":[0.000144044,0.00005687006,0.00008048164,0.00007945788,0.00008609698,0.0001899626,0.00005988217,0.0001240083,0.00000112288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003979064,"about_ca_system_score_gemma":0.00006622179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005104793,"about_ca_topic_score_gemma":0.000007677504,"domain_scores_codex":[0.9986556,0.0001065034,0.0008654877,0.0001080807,0.0001270982,0.000137262],"domain_scores_gemma":[0.9982188,0.00009045925,0.001256263,0.00008483199,0.0003192873,0.00003037911],"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":[0.0002720019,0.00003728423,0.00008635515,0.0001766836,0.00001359918,3.271991e-8,0.0006382409,0.00001169804,0.994428,0.00003931812,0.000009372801,0.004287453],"study_design_scores_gemma":[0.0005760494,0.0005126706,0.002554803,0.00007488464,0.00001474726,0.0000337595,0.0001398828,0.00002149655,0.9957898,0.00007316183,0.0001409113,0.00006786296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709221,0.00004908359,0.02804697,0.0001255258,0.0001856536,0.0006436207,0.000009383014,0.000006274137,0.00001136778],"genre_scores_gemma":[0.9601044,0.00000185231,0.03980457,0.00001836355,0.00004981168,0.00000851458,6.452448e-7,0.000006091473,0.000005712316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175761,"threshold_uncertainty_score":0.2319094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350463150322148,"score_gpt":0.266857027532355,"score_spread":0.2333523960291335,"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."}}