{"id":"W2133467855","doi":"10.3897/neobiota.21.5242","title":"The Global Garlic Mustard Field Survey (GGMFS): challenges and opportunities of a unique, large-scale collaboration for invasion biology","year":2014,"lang":"en","type":"article","venue":"NeoBiota","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Division of Environmental Biology; Natural Sciences and Engineering Research Council of Canada; Akademie Věd České Republiky; Colorado State University; National Science Foundation","keywords":"Biology; Invasive species; Fecundity; Ecology; Population; Range (aeronautics); Germplasm; Introduced species; Agronomy; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004075592,0.00006775637,0.0001216792,0.000002747428,0.0002088684,0.00001869302,0.00009108448,0.00007239459,0.000005611864],"category_scores_gemma":[0.0001243234,0.00002259364,0.00002299027,0.00004759573,0.00005791599,0.00002816744,0.00005675059,0.00002617613,5.244503e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004965204,"about_ca_system_score_gemma":0.000004932165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200066,"about_ca_topic_score_gemma":0.04873895,"domain_scores_codex":[0.9994906,0.0001005857,0.0001074925,0.0001207448,0.00004200617,0.0001385454],"domain_scores_gemma":[0.9991684,0.0006341529,0.00005957178,0.00001980788,0.00009035259,0.00002770338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008145605,0.0001690569,0.09086885,0.00008232169,0.00008233896,8.850598e-7,0.001050726,2.568842e-7,0.07366904,0.07201289,0.01189934,0.7493497],"study_design_scores_gemma":[0.000248498,0.001506378,0.6100837,0.00002363097,0.00001202386,0.000002120137,0.003128422,0.00008023217,0.001763531,0.003966345,0.3790244,0.0001606565],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894772,0.002770061,0.000006322341,0.005972461,0.00005195677,0.0001392455,0.0002648997,0.00001495075,0.001302862],"genre_scores_gemma":[0.9930872,0.00647994,0.00002227972,0.0002001827,0.00007750925,0.000009191652,0.00004296277,3.27712e-7,0.00008040489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7491891,"threshold_uncertainty_score":0.9686191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065660840474286,"score_gpt":0.2626728339069109,"score_spread":0.1561067498594823,"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."}}