{"id":"W1635832881","doi":"10.1080/14634988.2015.1046357","title":"Risk assessment: Cornerstone of an aquatic invasive species program","year":2015,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Toronto","funders":"","keywords":"Risk assessment; Invasive species; Risk management; Cornerstone; Environmental resource management; Environmental planning; Risk analysis (engineering); Resource (disambiguation); Business; Ecology; Biology; Geography; Environmental science; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002797808,0.0003032713,0.0006062284,0.0001153481,0.0002485269,0.00003961279,0.0005141344,0.00009784487,0.001477673],"category_scores_gemma":[0.00007761952,0.0002623132,0.00008529345,0.0004423664,0.0001754365,0.0003712696,0.0002792239,0.0002020415,0.002521664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009631967,"about_ca_system_score_gemma":0.0001480613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001679721,"about_ca_topic_score_gemma":0.01083102,"domain_scores_codex":[0.9961838,0.0007865606,0.001036417,0.0005707868,0.0007748239,0.000647628],"domain_scores_gemma":[0.9977165,0.0001377774,0.0009113585,0.0007657033,0.00001847555,0.0004501892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001485148,0.007535703,0.6584646,0.002022001,0.0005512246,0.0002357434,0.009418547,0.002760215,0.00006233694,0.007509758,0.05527151,0.2560198],"study_design_scores_gemma":[0.008263214,0.01021785,0.6678677,0.0006968231,0.0009691024,0.00005340591,0.02946136,0.2539373,0.0003431639,0.01263619,0.01371579,0.001838067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725026,0.00004816998,0.002336288,0.0007074031,0.0005611393,0.003814006,0.00001851566,0.00014887,0.01986297],"genre_scores_gemma":[0.9800732,0.00005523373,0.0175096,0.0004304804,0.00004018815,0.0004031099,0.00005678617,0.00003026368,0.001401092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2541818,"threshold_uncertainty_score":0.9999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344734252192283,"score_gpt":0.3050191023601301,"score_spread":0.2715717598382073,"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."}}