{"id":"W4385827352","doi":"10.1094/phyto-04-23-0145-kc","title":"Multisite Field Evaluation of Bacteriophages for Fire Blight Management: Incorporation of Ultraviolet Radiation Protectants and Impact on the Apple Flower Microbiome","year":2023,"lang":"en","type":"article","venue":"Phytopathology","topic":"Plant Pathogenic Bacteria Studies","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Michigan Apple Committee; AgBioResearch, Michigan State University","keywords":"Biology; Fire blight; Erwinia; Bacteriophage; Phage therapy; Bacteria; Microbiology; Pathogen; Microbiome; Biological pest control; Disease management; Biotechnology; Botany; Escherichia coli; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006506598,0.00008590401,0.0001490036,0.00002354692,0.00007837312,0.000007736723,0.0000814951,0.00005556322,0.00002608443],"category_scores_gemma":[0.00008464132,0.00003182333,0.00004610277,0.0002132227,0.00003719852,0.00004592732,0.00003394946,0.00003194611,0.000003757737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001048525,"about_ca_system_score_gemma":0.000002532537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001189439,"about_ca_topic_score_gemma":0.00004295881,"domain_scores_codex":[0.9993289,0.0001174452,0.0001758756,0.0001638942,0.00009731979,0.000116544],"domain_scores_gemma":[0.9994494,0.0002503631,0.0001656274,0.00005235944,0.00007021855,0.00001197038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008763879,0.00002580019,0.004105981,0.00001995299,0.00001531086,7.751526e-7,0.0001051837,0.000004912305,0.944747,0.00003979569,0.0002108324,0.05063684],"study_design_scores_gemma":[0.0002969599,0.0003528467,0.8491684,0.00002896377,0.00004096799,0.000005431301,0.00007965818,0.0004468283,0.1489487,0.0003699344,0.0001866664,0.00007469583],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978086,0.00007411039,0.000006244684,0.0005313958,0.00008214373,0.0009080932,0.0005390224,0.00001598401,0.00003440703],"genre_scores_gemma":[0.9993598,0.00008825595,0.00004569676,0.0000374894,0.00004284815,0.0001606543,0.0002456331,8.778295e-7,0.00001876854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8450624,"threshold_uncertainty_score":0.1297718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749728999671286,"score_gpt":0.2681009328768604,"score_spread":0.2406036428801476,"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."}}