{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00128289,0.0001577129,0.0003930988,0.00009418999,0.0006476757,0.00006553969,0.001034137,0.0001735594,0.0003129561],"category_scores_gemma":[0.0006453999,0.00005433001,0.0002605091,0.001047136,0.0005035006,0.0001007204,0.00015208,0.0005608322,0.000007937247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622132,"about_ca_system_score_gemma":0.0003475174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006161082,"about_ca_topic_score_gemma":0.1572658,"domain_scores_codex":[0.9977102,0.0003086391,0.0005275503,0.0002320178,0.0004300312,0.0007915983],"domain_scores_gemma":[0.9981273,0.0004803289,0.0002164376,0.0001087449,0.0006451698,0.0004220179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001089808,0.0001074589,0.8966801,0.00003186593,0.00008000949,0.00005776623,0.00006378564,0.0000308435,0.04898745,0.0004565211,0.02491901,0.02847621],"study_design_scores_gemma":[0.0006175319,0.0009798707,0.9236466,0.0001662207,0.00002662803,0.00003338773,0.0004324402,0.00003115927,0.004904851,0.003077899,0.06593288,0.0001504719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823427,0.005858447,0.000007188157,0.009536815,0.0002870772,0.0003960996,0.00004860678,0.000004386593,0.001518635],"genre_scores_gemma":[0.9978417,0.00035391,0.00002155216,0.0004853538,0.0001952469,0.00002279879,0.000006397416,0.000001684071,0.001071312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1511047,"threshold_uncertainty_score":0.9313754,"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."}}