{"id":"W92351120","doi":"10.37099/mtu.dc.etd-restricted/155","title":"INTEGRATED MANAGEMENT OF THE INVASIVE SPECIES CIRSIUM ARVENSE, CANADA THISTLE, AND PHRAGMITES AUSTRALIS, COMMON REED: USING ECOLOGICALLY BASED CONTROL MEASURES AT EACH STAGE OF THE INVASION PROCESS","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invasive species; Phragmites; Cirsium arvense; Weed control; Weed; Biology; Introduced species; Biodiversity; Agroforestry; Ecology; Agronomy; Wetland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003299107,0.0004674871,0.0007783294,0.00002172993,0.0004119199,0.00006414826,0.001057137,0.0004077436,0.001059538],"category_scores_gemma":[0.0003691194,0.000127409,0.0002646871,0.0004421554,0.0004453595,0.00007736096,0.000143409,0.0004132625,8.582305e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253928,"about_ca_system_score_gemma":0.0001716813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09569455,"about_ca_topic_score_gemma":0.8566742,"domain_scores_codex":[0.9971603,0.0004370575,0.0007598074,0.0005044389,0.0007610429,0.0003774112],"domain_scores_gemma":[0.9970956,0.0007812198,0.001122044,0.000215433,0.0006957254,0.00008996649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006482356,0.0002363624,0.09561457,0.0008174421,0.0003751628,0.00001245147,0.0001018731,0.0002271599,0.8961132,0.001482737,0.002763478,0.001607371],"study_design_scores_gemma":[0.0004961907,0.0002363806,0.8862736,0.0005171989,0.0001810259,0.000001808568,0.004475831,0.00006379488,0.1056946,0.0001938112,0.001487581,0.0003782467],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919386,0.0003674846,5.022878e-7,0.001110024,0.0002495853,0.001601556,0.0004923557,0.00002151024,0.004218363],"genre_scores_gemma":[0.9867033,0.00008996781,0.00003299109,0.0004808508,0.00003634533,0.00004695114,0.0002204786,0.000003545746,0.01238557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.790659,"threshold_uncertainty_score":0.9998536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03371324645621675,"score_gpt":0.2173278172937859,"score_spread":0.1836145708375691,"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."}}