{"id":"W2275099252","doi":"10.1002/ece3.1892","title":"A tough egg to crack: recreational boats as vectors for invasive goby eggs and transdisciplinary management approaches","year":2016,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Bundesamt für Umwelt","keywords":"Goby; Recreation; Invasive species; Propagule; Freshwater ecosystem; Fishery; Biology; Round goby; Biodiversity; Ecology; Introduced species; Ecosystem; Fish <Actinopterygii>","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":[],"consensus_categories":[],"category_scores_codex":[0.0002028215,0.0001000385,0.0001110069,0.00004540281,0.0003746632,0.000005275471,0.00006041998,0.00007856794,0.000262784],"category_scores_gemma":[0.00004661299,0.00007755999,0.00002056591,0.00006465198,0.0002403301,0.0001622131,0.0001867983,0.00003032856,0.00009320147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159856,"about_ca_system_score_gemma":0.000004805908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006984797,"about_ca_topic_score_gemma":0.001119383,"domain_scores_codex":[0.9992515,0.000036487,0.0001112264,0.0003308599,0.00005368007,0.0002162243],"domain_scores_gemma":[0.9996871,0.0001483717,0.00003417862,0.000072608,0.000004719847,0.00005299675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004456149,0.0001874812,0.9136128,0.00006541179,0.0001714937,0.000008717035,0.001996958,0.0001029048,0.0003200303,0.02105181,0.05845458,0.003582218],"study_design_scores_gemma":[0.0005457663,0.0003364413,0.9715469,0.00001066938,0.00004434218,0.000004827215,0.0005392678,0.00002788886,0.0000316374,0.02387891,0.002923229,0.0001101593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734474,0.00002851517,0.001946497,0.01012929,0.000138877,0.0007115506,0.00000858555,0.00002557236,0.01356371],"genre_scores_gemma":[0.9928668,0.0001281554,0.001264364,0.0004695279,0.00002839798,0.0003803765,0.000006462239,0.000005279899,0.004850685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05793409,"threshold_uncertainty_score":0.3162805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770814853137662,"score_gpt":0.2358840747179194,"score_spread":0.2181759261865428,"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."}}