{"id":"W4392162848","doi":"10.1002/ps.8046","title":"Modeling the pest‐pathogen threats in a warming world for the red turpentine beetle (<scp><i>Dendroctonus valens</i></scp>) and its symbiotic fungus (<scp><i>Leptographium procerum</i></scp>)","year":2024,"lang":"en","type":"article","venue":"Pest Management Science","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Beijing Science and Technology Planning Project; National Key Research and Development Program of China","keywords":"PEST analysis; Biology; Fungus; Pathogen; Bark beetle; Turpentine; Botany; Microbiology; Curculionidae; Chemistry","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":[0.0004840431,0.0006667442,0.000401326,0.000505665,0.0005929427,0.0008214473,0.0008763286,0.001022615,0.001287398],"category_scores_gemma":[0.000813774,0.0003785814,0.0009984414,0.000382244,0.0004970277,0.0007457528,0.0005482414,0.0005966901,0.00008536262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086167,"about_ca_system_score_gemma":0.0009592546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0737392,"about_ca_topic_score_gemma":0.05488155,"domain_scores_codex":[0.9998968,0.00002928104,0.000004523057,0.00003237671,0.000007599651,0.00002938805],"domain_scores_gemma":[0.999632,0.0001771078,0.00005829155,0.00001691997,0.00003383932,0.00008180104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002930581,0.00002589553,0.01295671,0.00001354064,0.00003726504,0.00005301725,0.00002230259,0.9849682,0.0003171521,0.0004144893,0.0001630502,0.0009991161],"study_design_scores_gemma":[0.000005843047,0.00001195701,0.002500877,0.00000213487,0.00001130579,0.000009369774,0.00003048959,0.9969934,0.00003787633,0.0003073484,0.00008537337,0.000004071619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929404,0.0001821261,0.004980386,0.0002408055,0.00002256278,0.000009801762,0.0003187466,0.0000544739,0.001250631],"genre_scores_gemma":[0.9976902,0.00007102067,0.001506205,0.00003006289,0.00000908826,0.00001245769,0.0002391185,0.00001012152,0.0004317769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0737392,"threshold_uncertainty_score":0.14662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533427839727654,"score_gpt":0.2406667631181479,"score_spread":0.2253324847208714,"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."}}