{"id":"W7114830518","doi":"","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":"Utah State Research and Scholarship (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":[0.00317939,0.0003054914,0.000550806,0.0002569315,0.0008532085,0.0002394367,0.0008383456,0.0001326925,0.00005882449],"category_scores_gemma":[0.0002510953,0.0001275961,0.00007794191,0.00262828,0.001377221,0.0003654391,0.0003975125,0.0009277547,9.077123e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004068053,"about_ca_system_score_gemma":0.0003473048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06356033,"about_ca_topic_score_gemma":0.4037541,"domain_scores_codex":[0.9956704,0.001964336,0.0005192849,0.0005642257,0.0005745803,0.0007071305],"domain_scores_gemma":[0.9966164,0.001685104,0.0003812517,0.0002276516,0.0009432712,0.0001463595],"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":[0.009311241,0.001551791,0.3404612,0.001146641,0.001258667,0.0003152158,0.003362853,0.00003414752,0.5941044,0.009637393,0.0007157112,0.03810071],"study_design_scores_gemma":[0.001473892,0.0009236812,0.9800009,0.0002762818,0.00006057293,0.000002489474,0.007383429,0.00003762686,0.001924808,0.0006461068,0.007044511,0.0002257053],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860066,0.0002832605,0.00003085638,0.009068166,0.00004536726,0.001789827,0.001917559,0.000009139219,0.0008492716],"genre_scores_gemma":[0.9964155,0.0008267522,0.00001725775,0.0002315484,0.00001032701,0.000007857179,0.0001568955,0.000002536453,0.002331335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6395397,"threshold_uncertainty_score":0.9426755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02451938945006356,"score_gpt":0.2311300923539512,"score_spread":0.2066107029038876,"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."}}