{"id":"W4412718308","doi":"10.2139/ssrn.5366328","title":"Effects of an Early Intervention Management Strategy for Spruce Budworm on Balsam Fir Growth","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Balsam; Spruce budworm; Douglas fir; Intervention (counseling); Forestry; Biology; Botany; Psychology; Geography; PEST analysis; Tortricidae","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":[0.0004041021,0.0005048583,0.000469439,0.0002018303,0.0003861608,0.0003120114,0.0004721054,0.0005583628,0.003892075],"category_scores_gemma":[0.0008874852,0.00009551577,0.0002730255,0.0001231444,0.0002398181,0.0002199702,0.0003162511,0.0006312139,0.0001546682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005099329,"about_ca_system_score_gemma":0.0009971234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005654957,"about_ca_topic_score_gemma":0.01294102,"domain_scores_codex":[0.9997919,0.00004150391,0.00001206907,0.00005944928,0.0000212142,0.00007388584],"domain_scores_gemma":[0.9991937,0.0001939706,0.0001068659,0.00002895831,0.00004862645,0.0004279368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3475702,0.1352997,0.05966311,0.001449699,0.0009509403,0.0009515894,0.0009451229,0.008444381,0.1981893,0.0009622318,0.001910523,0.2436632],"study_design_scores_gemma":[0.01072356,0.4138076,0.4981249,0.0002748107,0.00200767,0.0002386327,0.000931794,0.01339791,0.05727609,0.0004818405,0.002660271,0.00007492751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994454,0.000100582,0.00007279806,0.00005055025,0.00002223362,0.00001992682,0.00002936545,0.00001458667,0.0002446156],"genre_scores_gemma":[0.998629,0.00009823442,0.0003094521,0.00005823317,0.00001878108,0.00002843308,0.0000479002,0.000002448037,0.000807547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005654957,"threshold_uncertainty_score":0.01302028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005538994099737738,"score_gpt":0.2449755468150553,"score_spread":0.2394365527153176,"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."}}