{"id":"W2972426357","doi":"","title":"Optimal refuge strategies to fight pest resistance to GM crops","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Genetically Modified Organisms Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"PEST analysis; Pest control; Population; Crop; Agricultural engineering; Agroforestry; Ecology; Environmental science; Biology; Engineering; Botany","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003142627,0.0003905875,0.0003853072,0.00007478718,0.000519114,0.001242087,0.002624948,0.0004735973,0.001166319],"category_scores_gemma":[0.001561065,0.0002187597,0.0001719074,0.000666247,0.000192415,0.00009892742,0.002783979,0.001088945,0.0004211385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009576658,"about_ca_system_score_gemma":0.0001842333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001081433,"about_ca_topic_score_gemma":0.02901554,"domain_scores_codex":[0.9946337,0.002237123,0.0004923251,0.001194603,0.0007626942,0.0006795775],"domain_scores_gemma":[0.9949532,0.0009986977,0.000183926,0.001066474,0.002179324,0.0006183941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008357224,0.0006606595,0.0005344248,0.0001156194,0.00005297428,0.00001957411,0.003673868,0.0002918497,0.879891,0.07077318,0.006632492,0.03727077],"study_design_scores_gemma":[0.0002734076,0.000005581679,0.1140161,0.001133558,0.00003280665,0.000008043543,0.0003337311,0.0004787574,0.3724063,0.00480369,0.5051263,0.001381759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249285,0.0002062894,0.005330898,0.04547072,0.0001889469,0.0008491951,0.0002162662,0.0002259088,0.02258321],"genre_scores_gemma":[0.9137883,0.00008706208,0.06681269,0.0002784035,0.0000953361,0.0001443724,0.0003394858,0.00001053033,0.01844388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5074847,"threshold_uncertainty_score":0.9997947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883305285024606,"score_gpt":0.2450091018380651,"score_spread":0.2261760489878191,"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."}}