{"id":"W7114994934","doi":"10.26076/bea1-2ca8","title":"Biocontrol of Canada Thistle (<i>Cirsium arvense</i>) With the Rust Fungus, <i>Puccinia punctiformis</i> in the Intermountain West: Integrated Weed Management Compatibility and Characterization of Microbiome Associations","year":2025,"lang":"","type":"article","venue":"Digital Commons - USU (Utah State University)","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thistle; Weed; Weed control; Biological pest control; Cirsium arvense; Rust (programming language); Cultural control; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003745793,0.0003111038,0.0005453007,0.0001132487,0.0003869207,0.0001693569,0.0007977498,0.0001066048,0.00003666535],"category_scores_gemma":[0.0000717021,0.0001278662,0.0001235262,0.001739959,0.0007760777,0.0003293401,0.0003039065,0.0003111148,7.937945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000316624,"about_ca_system_score_gemma":0.0001567864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04574602,"about_ca_topic_score_gemma":0.4471371,"domain_scores_codex":[0.9981074,0.000392992,0.0004936317,0.0003841619,0.0002448376,0.0003769165],"domain_scores_gemma":[0.997962,0.0008745314,0.0005472513,0.0002161593,0.0003352886,0.00006478224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008080452,0.004677951,0.6171516,0.001018521,0.003142118,0.0002934617,0.004148294,0.0001418599,0.2561638,0.03881749,0.003984015,0.06238038],"study_design_scores_gemma":[0.001191337,0.0005254133,0.9665793,0.0001942532,0.0001412065,0.000002280264,0.007228031,0.00004576302,0.000635393,0.0001514861,0.02302593,0.0002796621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806243,0.00008165336,0.00006113994,0.007165356,0.0000724194,0.001285176,0.004545392,0.0000138976,0.00615063],"genre_scores_gemma":[0.9976866,0.0000427714,0.000005783688,0.0003332876,0.000007966818,0.000004105949,0.0004304225,0.00000195129,0.001487133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4013911,"threshold_uncertainty_score":0.9606084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007111394226752985,"score_gpt":0.163145283792755,"score_spread":0.156033889566002,"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."}}