{"id":"W6968653214","doi":"10.5281/zenodo.6498928","title":"Pest population dynamics are related to a continental overwintering gradient","year":2022,"lang":"en","type":"other","venue":"TigerPrints (Clemson University)","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Natural Resources and Forestry; Ministry of Agriculture, Food and Rural Affairs","funders":"","keywords":"Overwintering; Population; Range (aeronautics); Latitude; Climate change; PEST analysis; Population model","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003177032,0.0001816851,0.0001939366,0.0001271767,0.0001126848,0.00001040469,0.0003348881,0.0001175522,0.04315773],"category_scores_gemma":[0.00001432662,0.0001879827,0.00009840134,0.0004159118,0.00006170832,0.00004419171,0.0007295738,0.0002071312,0.001030619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007791426,"about_ca_system_score_gemma":0.000003248066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446333,"about_ca_topic_score_gemma":0.0009422904,"domain_scores_codex":[0.9989853,0.00004040994,0.0001142787,0.0004409043,0.0001986364,0.0002205045],"domain_scores_gemma":[0.9994959,0.00001294533,0.0001370851,0.0002035893,0.000002886261,0.000147639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005703489,0.00257339,0.4061691,0.0001689291,0.0005513607,0.001071105,0.0009472721,0.004981345,0.06221304,0.01808796,0.4695474,0.03311869],"study_design_scores_gemma":[0.0003769736,0.00008855329,0.1976373,0.00007715857,0.00003764515,0.000004635895,0.0003658142,0.000634295,0.00004210216,0.0002520212,0.7998847,0.0005988408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3962654,0.000003818912,0.00005446182,0.0001633726,0.0001606342,0.0002984991,0.0001498483,0.0002198787,0.6026841],"genre_scores_gemma":[0.5452515,0.000008844453,0.0001545472,0.00006687937,0.00001467718,0.000001526682,0.0002031851,0.00005245873,0.4542464],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3303373,"threshold_uncertainty_score":0.9997472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0076627409445411,"score_gpt":0.1862053342524399,"score_spread":0.1785425933078988,"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."}}