{"id":"W2913465916","doi":"10.1007/s10559-019-00119-6","title":"Continuous Model for the Devastating Oscillation Dynamics of Local Forest Pest Populations in Canada*","year":2019,"lang":"en","type":"article","venue":"Cybernetics and Systems Analysis","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"PEST analysis; Oscillation (cell signaling); Geography; Dynamics (music); Environmental science; Ecology; Agroforestry; Biology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006747738,0.0006171516,0.0007747665,0.0009413182,0.001406635,0.001816922,0.002801756,0.001614402,0.004540781],"category_scores_gemma":[0.003470046,0.0005669519,0.000652043,0.0009777774,0.001971299,0.0009161666,0.0009962826,0.00185337,0.0002714741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01233403,"about_ca_system_score_gemma":0.007884923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9268817,"about_ca_topic_score_gemma":0.8651274,"domain_scores_codex":[0.9997397,0.00003675354,0.000008205235,0.00005863595,0.00003616537,0.0001206011],"domain_scores_gemma":[0.9989882,0.0003913177,0.0001322388,0.00004372846,0.0002725779,0.0001719488],"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":[0.00004957476,0.00002689866,0.005913021,0.00002051992,0.00003343796,0.0000775455,0.0001020846,0.9780279,0.0003403874,0.01220838,0.00137596,0.001824248],"study_design_scores_gemma":[0.00001042394,0.000005873178,0.001567865,0.00000358745,0.00001054967,0.00000784556,0.00003950663,0.9968473,0.00002087955,0.001178575,0.0002975023,0.00001005536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9058592,0.0009723381,0.0658332,0.002700198,0.0001238512,0.00009519332,0.003064729,0.0003833036,0.02096806],"genre_scores_gemma":[0.9913964,0.0001662845,0.001413591,0.00007046174,0.00001688318,0.00003089551,0.0003264105,0.00002794434,0.006551163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07311827,"threshold_uncertainty_score":0.1470977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127474491036352,"score_gpt":0.2167702603216225,"score_spread":0.2040228112179873,"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."}}