{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003132669,0.0004193725,0.0002692532,0.0004823597,0.001333632,0.0005475773,0.001617387,0.0000739805,0.00005009078],"category_scores_gemma":[0.0002524452,0.0002885875,0.0001408373,0.003169499,0.0008710999,0.0008419706,0.001570555,0.0003692807,0.0001725376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066349,"about_ca_system_score_gemma":0.00002951398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009640284,"about_ca_topic_score_gemma":0.001068399,"domain_scores_codex":[0.9959183,0.00007261127,0.0005065734,0.001402041,0.0008495281,0.001250917],"domain_scores_gemma":[0.9983996,0.0006103738,0.0001160645,0.0006762282,0.00003078711,0.000166938],"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":[0.0001228501,0.001975504,0.1184967,0.004673967,0.0009957777,0.001220669,0.02212577,0.5953019,0.03271475,0.1385862,0.03569348,0.04809245],"study_design_scores_gemma":[0.001120279,0.0002478621,0.1248428,0.0003435002,0.000492379,0.00007450646,0.002162762,0.8200377,0.001413929,0.01281573,0.03608035,0.0003682404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621417,0.004234459,0.002820421,0.001294541,0.001397413,0.004140799,0.00001600192,0.0002766618,0.023678],"genre_scores_gemma":[0.9859931,0.0009924929,0.0006187207,0.0006123348,0.00008611466,0.0006085376,0.000006665632,0.00004247326,0.0110396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2247358,"threshold_uncertainty_score":0.9999665,"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."}}