{"id":"W1537579050","doi":"10.1111/cjag.12059","title":"Optimal Integrated Strategies to Control an Invasive Weed","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Agricultural Economics/Revue canadienne d agroeconomie","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weed control; Control (management); Optimal control; Stochastic control; Computer science; Stochastic programming; Ecology; Mathematical optimization; Biology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008252171,0.0007891174,0.0008804343,0.0006300479,0.0003110197,0.0009377496,0.0008254117,0.0009227857,0.003428962],"category_scores_gemma":[0.00224421,0.0004371748,0.0006397247,0.0004114349,0.0007117745,0.001132971,0.0009353363,0.000702156,0.0001802326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560185,"about_ca_system_score_gemma":0.002065024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009997847,"about_ca_topic_score_gemma":0.01099922,"domain_scores_codex":[0.999534,0.0001558894,0.00001954283,0.00008371448,0.0000951106,0.0001117411],"domain_scores_gemma":[0.9990622,0.0005285756,0.0002284391,0.0000251339,0.0000698012,0.00008585113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001173788,0.000121262,0.000720179,0.00007220489,0.00006601094,0.00004212348,0.00003058251,0.9726393,0.001833331,0.0131681,0.0002623492,0.0109272],"study_design_scores_gemma":[0.00006868627,0.0003171653,0.0006706483,0.00001784326,0.00005124381,0.00002115336,0.00005098905,0.9853673,0.0003596491,0.01229722,0.000764032,0.00001399292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4815236,0.001605425,0.4871191,0.001145282,0.00006731704,0.0003393122,0.0002693226,0.0002287463,0.02770191],"genre_scores_gemma":[0.972051,0.0004667555,0.02427619,0.00009628632,0.00001164767,0.0001246344,0.00005603139,0.00001489469,0.002902487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9900022,"threshold_uncertainty_score":0.01987928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020279506285256,"score_gpt":0.1625134807714183,"score_spread":0.1422339744861623,"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."}}