{"id":"W2484698015","doi":"10.1007/s11538-016-0195-8","title":"A Mathematical Model for Biocontrol of the Invasive Weed Fallopia japonica","year":2016,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of Surrey","keywords":"Weed; Biology; Rhizome; Biomass (ecology); Biological pest control; Insect; Mikania micrantha; Invasive species; Japonica; Botany; Larva; Population; Range (aeronautics); Ecology; Agronomy","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":[],"category_scores_codex":[0.0005464331,0.0002293507,0.0007196149,0.00001286469,0.00008163445,0.000007492778,0.0008102859,0.0003162924,0.00194609],"category_scores_gemma":[0.00502981,0.00005495272,0.000487214,0.00009246443,0.0009543379,0.00001319981,0.0002495804,0.00009308369,0.00009020182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001942131,"about_ca_system_score_gemma":0.00002341541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009032617,"about_ca_topic_score_gemma":0.00001860843,"domain_scores_codex":[0.9981375,0.0001733075,0.000771252,0.0003427616,0.0001649639,0.0004102029],"domain_scores_gemma":[0.9929687,0.006097082,0.0004046755,0.0001974139,0.0002413511,0.00009081689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000132868,0.000187137,0.0001028669,0.00005343809,0.00004568667,1.585402e-7,0.0000167135,5.919636e-7,0.736897,0.256689,0.001242048,0.00463258],"study_design_scores_gemma":[0.002129725,0.00169942,0.00488286,0.0004169995,0.0001245415,0.00001518221,0.0001268369,0.0005838848,0.08129927,0.8920949,0.01611229,0.0005141408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927706,0.0002796149,0.008436811,0.08521547,0.000111769,0.003370092,0.0007713625,0.0001021894,0.008942081],"genre_scores_gemma":[0.9943278,0.00001551948,0.003696562,0.0005499174,0.00007914248,0.0002228387,0.000004577733,0.00000254907,0.001101122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6555977,"threshold_uncertainty_score":0.9989663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078292202252936,"score_gpt":0.2262131127803378,"score_spread":0.1954301907578084,"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."}}