{"id":"W2076223043","doi":"10.1111/j.1539-6924.2009.01284.x","title":"Robustness of Risk Maps and Survey Networks to Knowledge Gaps About a New Invasive Pest","year":2009,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Robustness (evolution); Risk analysis (engineering); Risk assessment; PEST analysis; Risk management; Environmental resource management; Computer science; Integrated pest management; Ecology; Business; Biology; Computer security; Environmental science","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":[0.02946375,0.001227503,0.0009040065,0.002872687,0.0007514331,0.00240545,0.001338184,0.00194605,0.001193658],"category_scores_gemma":[0.1625908,0.000873962,0.001300528,0.00140347,0.002776388,0.004765881,0.002777949,0.001527412,0.000159286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230577,"about_ca_system_score_gemma":0.0008500565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005879878,"about_ca_topic_score_gemma":0.002084242,"domain_scores_codex":[0.9895234,0.006539928,0.0005885276,0.0015581,0.001273202,0.0005169869],"domain_scores_gemma":[0.7879018,0.1779379,0.0165746,0.01255919,0.004185738,0.0008407547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002122857,0.00001956283,0.01965659,0.00005658206,0.0001630652,0.00007251921,0.0001534787,0.9664505,0.0004999746,0.004337793,0.0001272344,0.008250492],"study_design_scores_gemma":[0.00003525601,0.0002431665,0.01937568,0.00007114673,0.0001268764,0.0002547882,0.0002810346,0.9429243,0.001920463,0.03396221,0.000730002,0.00007508475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411677,0.0005751856,0.2514908,0.001021542,0.00005062621,0.0002160248,0.0009966379,0.0004936113,0.003987916],"genre_scores_gemma":[0.984526,0.0001233589,0.01460939,0.00005987486,0.0000164003,0.00005701863,0.000393032,0.00003377911,0.0001811314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02946375,"threshold_uncertainty_score":0.1558211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007608951381953327,"score_gpt":0.2267538385593674,"score_spread":0.2191448871774141,"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."}}