{"id":"W4388945550","doi":"10.3389/frfst.2023.1239884","title":"High-throughput screening of natural compounds for prophage induction in controlling pathogenic bacteria in food","year":2023,"lang":"en","type":"article","venue":"Frontiers in Food Science and Technology","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; McGill University","funders":"Génome Québec; McMaster University; Genome Canada","keywords":"Prophage; Biology; Escherichia coli; Microbiology; Context (archaeology); Bacteria; SOS response; Chemistry; Food science; Genetics; Gene; Bacteriophage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007060529,0.0008029703,0.0007809853,0.0008930253,0.0002630614,0.0006542416,0.0005238143,0.0005701687,0.001296883],"category_scores_gemma":[0.0004014252,0.000237915,0.0007061269,0.0007268497,0.0002100605,0.0004022777,0.0004147674,0.0005975452,0.0007111047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000260967,"about_ca_system_score_gemma":0.0003887915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002904033,"about_ca_topic_score_gemma":0.0006935361,"domain_scores_codex":[0.9995217,0.00009006772,0.0000327771,0.00007861482,0.0002321492,0.0000446862],"domain_scores_gemma":[0.9996613,0.0001176727,0.00006174,0.00003099394,0.00009162529,0.0000366356],"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":[0.0001060487,0.0001855298,0.0004840745,0.0002625684,0.00002296994,0.00005691663,0.00001350264,0.0003743673,0.9922123,0.00003200907,0.00008833126,0.006161393],"study_design_scores_gemma":[0.00003103364,0.001737777,0.003684704,0.00003020126,0.00007689313,0.0002030603,0.00003490108,0.001517069,0.9908819,0.00006039972,0.001724297,0.0000177077],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427102,0.01079178,0.03578163,0.0004376638,0.00007252493,0.0008833264,0.004303936,0.0008376405,0.004181334],"genre_scores_gemma":[0.9310277,0.008840861,0.04897765,0.0002221176,0.00004358606,0.0006292313,0.006220735,0.00007702613,0.003961151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001296883,"threshold_uncertainty_score":0.004338503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500997446944148,"score_gpt":0.2617527714076833,"score_spread":0.2467427969382419,"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."}}