{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005692163,0.0004596642,0.0005200095,0.0002595405,0.0003738232,0.0007789325,0.0002705756,0.0005040863,0.0006877446],"category_scores_gemma":[0.0004617377,0.0001530153,0.0004145662,0.0002256217,0.0002064455,0.0003353885,0.0002793888,0.0006525879,0.0001256668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003822358,"about_ca_system_score_gemma":0.0004465856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419363,"about_ca_topic_score_gemma":0.004936327,"domain_scores_codex":[0.9994816,0.00008476101,0.00004233225,0.0001502123,0.0001706859,0.00007036966],"domain_scores_gemma":[0.9994375,0.0001161521,0.0001315877,0.00003550591,0.000168823,0.0001104341],"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":[0.0002046308,0.0003190929,0.001895671,0.0001081867,0.00001639234,0.00001820711,0.00003648884,0.000142044,0.9931833,0.00001215639,0.00003854184,0.004025397],"study_design_scores_gemma":[0.00004689423,0.00707789,0.03863413,0.00002926709,0.00007518099,0.0000846437,0.0001964931,0.001224481,0.9511867,0.00002526988,0.001395213,0.0000238693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979016,0.0004909199,0.0008259684,0.00003506262,0.00002157911,0.00007633909,0.0002124866,0.00002601305,0.0004100334],"genre_scores_gemma":[0.9887781,0.0007959884,0.007661508,0.0001034694,0.00001603172,0.0001388347,0.0005194138,0.00002508385,0.001961774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002419363,"threshold_uncertainty_score":0.004810512,"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."}}