{"id":"W1900852816","doi":"10.1111/j.1472-4642.2007.00451.x","title":"Predicting the number of ecologically harmful exotic species in an aquatic system","year":2007,"lang":"en","type":"article","venue":"Diversity and Distributions","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biodiversity; Ecology; Biology; Introduced species; Invasive species; Global biodiversity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004144838,0.00004888509,0.00007666628,0.000008268732,0.0007111553,0.000005939424,0.0001211175,0.0000555348,0.001198776],"category_scores_gemma":[0.00004541912,0.00003585623,0.00001997071,0.000120305,0.0003380986,0.0001153036,0.0003628073,0.00008310586,0.0001077937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009892164,"about_ca_system_score_gemma":0.000004400626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003403108,"about_ca_topic_score_gemma":0.001727136,"domain_scores_codex":[0.9994906,0.00004886077,0.0001184422,0.0001061877,0.00009141309,0.0001445443],"domain_scores_gemma":[0.9997168,0.0001052038,0.00004706991,0.00008130594,0.000005595411,0.00004402432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007077238,0.00009514685,0.9955789,0.000003420973,0.0000021858,0.00001363589,0.0005949658,0.00001118528,0.00006348432,0.003500331,0.00005456544,0.00007505011],"study_design_scores_gemma":[0.0001408476,0.00002645657,0.9950556,0.000004329868,0.00002681604,0.000008919638,0.00353078,0.0007907399,0.00006478769,0.0002934319,0.00001483997,0.00004242863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954942,0.00000169766,0.001036922,0.00006689202,0.00004862663,0.0001030151,0.00002908304,0.0000129739,0.003206603],"genre_scores_gemma":[0.9997853,0.000001126832,0.00007657886,0.00002715531,0.000006725626,0.000001313545,0.00001459305,7.998687e-7,0.00008637906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004291142,"threshold_uncertainty_score":0.9997143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476467227730041,"score_gpt":0.2372529883612292,"score_spread":0.2024883160839288,"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."}}