{"id":"W4381282719","doi":"10.1007/s11829-023-09979-4","title":"The Meeting of Minds to Share Solutions for a Complex Insect Pest","year":2023,"lang":"en","type":"article","venue":"Arthropod-Plant Interactions","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Insect pest; Insect; PEST analysis; Ecology; Biology; Agronomy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006967397,0.0008358868,0.0004646885,0.0008197262,0.006909674,0.007190339,0.001419439,0.00564014,0.02187701],"category_scores_gemma":[0.01727102,0.0004289625,0.0008987911,0.0003915449,0.006581408,0.01116959,0.01186553,0.01101473,0.003853914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002262924,"about_ca_system_score_gemma":0.00389738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593319,"about_ca_topic_score_gemma":0.002902244,"domain_scores_codex":[0.9948242,0.002636459,0.0001774245,0.0006264605,0.0009245842,0.00081096],"domain_scores_gemma":[0.9889942,0.002212512,0.000921482,0.0009356274,0.001621522,0.005314636],"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":[0.0004095619,0.0005924779,0.009971247,0.0007060989,0.0003320636,0.001399248,0.05934123,0.001859917,0.02245764,0.2016834,0.386607,0.31464],"study_design_scores_gemma":[0.00005951085,0.0002010939,0.002932531,0.0003362003,0.00006136685,0.0007366387,0.03356693,0.002014824,0.001149962,0.161703,0.7971321,0.0001058763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07125301,0.006162169,0.04082665,0.6797931,0.01638941,0.0001330169,0.0001106169,0.0005092981,0.1848227],"genre_scores_gemma":[0.7498118,0.003280108,0.03986872,0.1060769,0.005590464,0.0002344736,0.0002013061,0.0004189783,0.09451723],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02187701,"threshold_uncertainty_score":0.07318592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09116190528540978,"score_gpt":0.3225622151966069,"score_spread":0.2314003099111971,"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."}}