{"id":"W2168740864","doi":"10.1146/annurev-ecolsys-110512-135858","title":"Population Cycles in Forest Lepidoptera Revisited","year":2013,"lang":"en","type":"article","venue":"Annual Review of Ecology Evolution and Systematics","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Lepidoptera genitalia; Population cycle; Fecundity; Ecology; Population; Biological dispersal; Biology; Climate change; Geography; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006731944,0.00008755426,0.0003609861,0.00005180302,0.00004347991,0.000003882935,0.00008735961,0.00007244447,0.0008586012],"category_scores_gemma":[0.0002733515,0.00007064791,0.00003676268,0.0001678244,0.0000813598,0.0001939277,0.00008475492,0.00005778893,0.0003387684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009136,"about_ca_system_score_gemma":0.000003707789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003084022,"about_ca_topic_score_gemma":0.0006857991,"domain_scores_codex":[0.9988352,0.0002079257,0.0005773905,0.0001421634,0.0000926131,0.0001446963],"domain_scores_gemma":[0.9994563,0.00009247586,0.0002395221,0.0001544218,0.00002097842,0.00003629193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002459778,0.00008113385,0.9615458,0.01061362,0.00001400578,0.000001801985,0.0001461681,0.0001013169,0.000007914164,0.01599547,0.01032869,0.001161593],"study_design_scores_gemma":[0.000124671,0.00006817018,0.9924504,0.001795741,0.00002089492,0.000008252288,0.00009320135,0.00166185,2.111773e-7,0.003277969,0.0004272053,0.00007143838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786864,0.006667802,0.0003114861,0.0005773191,0.0001764158,0.002235753,0.000004958828,0.00002322922,0.01131662],"genre_scores_gemma":[0.995933,0.002665878,0.0004473188,0.0005528188,0.000008103701,0.00009247424,0.00001251472,0.000003850732,0.000284072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03090456,"threshold_uncertainty_score":0.9401081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624205651326183,"score_gpt":0.2429618029633074,"score_spread":0.2353375973119812,"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."}}