{"id":"W4225147617","doi":"10.3389/fmicb.2022.843389","title":"Analysis of Phyllosphere Microorganisms and Potential Pathogens of Tobacco Leaves","year":2022,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"China National Tobacco Corporation; National Natural Science Foundation of China","keywords":"Phyllosphere; Biology; Phoma; Alternaria; Alternaria alternata; Pestalotiopsis; Botany; Colletotrichum; Cladosporium; Microbiology; Penicillium; Bacteria","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":[0.0001986316,0.0004427943,0.0003947466,0.001400101,0.0003878061,0.0005327417,0.0001672062,0.0003158648,0.0002597064],"category_scores_gemma":[0.0002169545,0.0001666788,0.0004035973,0.0009591572,0.0001833512,0.0003684226,0.0004655946,0.0002474649,0.0001616327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546058,"about_ca_system_score_gemma":0.0002386484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503083,"about_ca_topic_score_gemma":0.001994493,"domain_scores_codex":[0.9997265,0.00002920857,0.00003446629,0.00008551454,0.00008178772,0.000042567],"domain_scores_gemma":[0.9998423,0.0000255449,0.00004165939,0.00001063885,0.00004647122,0.00003330114],"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":[0.00008478788,0.00003028885,0.03821873,0.00008544025,0.00002611336,0.00008387203,0.0002291005,0.0000458176,0.9567351,0.00002550083,0.00001525842,0.004419986],"study_design_scores_gemma":[0.000007354591,0.0002885876,0.8484259,0.00002841534,0.0001471683,0.0006220955,0.0009833355,0.001566075,0.1465648,0.0000883642,0.001258837,0.00001909746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970632,0.0006887435,0.00100634,0.00002179312,0.00000355338,0.00003202376,0.0006647565,0.00001179011,0.0005077207],"genre_scores_gemma":[0.9926497,0.0006929146,0.003778032,0.00004858019,0.00001002268,0.00006355005,0.001936176,0.00001113405,0.0008098123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001503083,"threshold_uncertainty_score":0.002988696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002954988995670277,"score_gpt":0.1831042338770929,"score_spread":0.1801492448814226,"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."}}