{"id":"W4413734234","doi":"10.1007/s10980-025-02203-z","title":"Characterizing landscape configuration effects on eastern spruce budworm infestation dynamics","year":2025,"lang":"en","type":"article","venue":"Landscape Ecology","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Landscape ecology; Spruce budworm; Nature Conservation; Infestation; Geography; Ecology; Landscape architecture; Forestry; Biology; Lepidoptera genitalia; Habitat; Botany; Tortricidae","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002904382,0.0001641987,0.000136196,0.00066493,0.0002947851,0.0005123106,0.0002632564,0.0001544019,0.001026425],"category_scores_gemma":[0.0008751658,0.00007780156,0.0002093443,0.0006663371,0.000290069,0.0002484839,0.000240135,0.0001273941,0.0000901504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002046727,"about_ca_system_score_gemma":0.0006044953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3152855,"about_ca_topic_score_gemma":0.6445579,"domain_scores_codex":[0.9998822,0.00001968573,0.000005924582,0.00004523214,0.00001850771,0.00002846817],"domain_scores_gemma":[0.9994957,0.00009773894,0.0001897422,0.00004050283,0.0001038922,0.00007241968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005366465,0.00002939745,0.9869501,0.00001755087,0.00007218132,0.00006550258,0.0001166805,0.002655091,0.00499391,0.00004260043,0.0001338729,0.004869471],"study_design_scores_gemma":[6.787708e-7,0.000009427561,0.9977477,0.00000132376,0.000006777446,0.00001105974,0.00005935495,0.002001504,0.00009574303,0.000006676406,0.0000581393,0.00000147035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993681,0.0000309751,0.0001592235,0.000006205923,3.585975e-7,0.000003735068,0.0002571218,0.000006375598,0.0001678444],"genre_scores_gemma":[0.9994926,0.00001207362,0.0001817464,0.000002756728,4.939525e-7,0.000002449827,0.0002530669,0.000001386447,0.00005342107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152855,"threshold_uncertainty_score":0.6269007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003584928867083944,"score_gpt":0.2115385741354783,"score_spread":0.2079536452683944,"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."}}