{"id":"W4402987567","doi":"10.3390/bacteria3040019","title":"Biologically Relevant Methods to Test How Microbes Colonize Maize Styles (Silks): Case Study of a Pantoea Strain","year":2024,"lang":"en","type":"article","venue":"Bacteria","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs; Grain Farmers of Ontario","keywords":"Pantoea; Pantoea agglomerans; Strain (injury); Biology; Bacterial strain; Microbiology; Bacteria; Pseudomonas; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004942628,0.0001940598,0.0002994684,0.0000327017,0.0001625842,0.0002471677,0.000262257,0.00009768608,0.000506951],"category_scores_gemma":[0.0002461585,0.00007234083,0.00009517814,0.0003694185,0.00004139724,0.0001242307,0.0001694685,0.000182029,0.00003447916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002974007,"about_ca_system_score_gemma":0.0000145088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592235,"about_ca_topic_score_gemma":0.00392078,"domain_scores_codex":[0.998652,0.0003489405,0.0003030185,0.0003537895,0.00007104505,0.0002711794],"domain_scores_gemma":[0.9985799,0.001061561,0.00007530156,0.0001077484,0.00007907669,0.00009643104],"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":[0.00003410368,0.0005807495,0.0008606049,0.00001131711,0.00003994741,0.0004846901,0.000360311,2.239663e-7,0.9691079,0.00001333831,0.0007292514,0.02777761],"study_design_scores_gemma":[0.0007110485,0.01340806,0.4697614,0.0004778292,0.0002263038,0.009226733,0.05960896,0.0000848186,0.1919365,0.0001363867,0.253,0.001421933],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970419,0.00009431825,0.00001417092,0.00103576,0.0002574022,0.0004178327,0.0009514943,0.00009982835,0.00008729206],"genre_scores_gemma":[0.9957386,0.00002597768,0.003556258,0.00008124534,0.00009927325,0.00003325792,0.00005722302,0.00000195658,0.0004061681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7771713,"threshold_uncertainty_score":0.5550758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053174827353268,"score_gpt":0.3069158618092178,"score_spread":0.2663841135356851,"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."}}