{"id":"W4406548900","doi":"10.1139/cjfr-2025-0008","title":"Biocontrol of the pine processionary moth, <i>Thaumetopoea wilkinsoni</i> (Tams.) (Lepidoptera: Notodontidae) by forest-derived entomopathogenic fungi","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Entomological Studies and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lepidoptera genitalia; Biological pest control; Biology; Forestry; Botany; Ecology; Horticulture; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001073736,0.0003356647,0.0001581594,0.0001779407,0.0001291346,0.0002810578,0.0001137408,0.0001523305,0.0003844936],"category_scores_gemma":[0.0001462712,0.00005910232,0.0001567173,0.0001253385,0.00007706464,0.0001160952,0.0002014107,0.00016528,0.00007904783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348127,"about_ca_system_score_gemma":0.0001407884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681307,"about_ca_topic_score_gemma":0.003555424,"domain_scores_codex":[0.9998987,0.00001545193,0.000009156139,0.00002051947,0.00002685547,0.00002940433],"domain_scores_gemma":[0.9999126,0.00001332989,0.0000327561,0.000004438808,0.00001750025,0.0000192837],"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":[0.00007121991,0.00003083806,0.008337035,0.00005791336,0.000007616449,0.00009579977,0.00003314103,0.00003315794,0.9872737,0.000006923278,0.00001394984,0.004038592],"study_design_scores_gemma":[0.00001997884,0.002701252,0.4947315,0.00003858444,0.00009132069,0.001121332,0.0004074701,0.0008279794,0.4977247,0.00001963999,0.00230539,0.00001077229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992068,0.0003749123,0.0001105047,0.00001117516,0.000002702599,0.00000729052,0.00005130703,0.000004400104,0.0002310035],"genre_scores_gemma":[0.9985513,0.0003969745,0.0005517329,0.00001930032,0.000003947787,0.000005072255,0.0001387982,0.000001241484,0.0003316308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001681307,"threshold_uncertainty_score":0.003343105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907214141082962,"score_gpt":0.25999421415809,"score_spread":0.2409220727472604,"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."}}