{"id":"W4212872165","doi":"10.32920/19189244.v1","title":"Invasive Aquatic Plants in the Aquarium and Ornamental Pond Industries","year":2022,"lang":"en","type":"preprint","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":"Ornamental plant; Invasive species; Aquatic plant; Geography; Weed; Fishery; Library science; Engineering; Ecology; Biology; Computer science","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":[0.0004810239,0.0002703265,0.0003451547,0.00002045244,0.0002119296,0.0002064157,0.0007673936,0.0002939061,0.001831126],"category_scores_gemma":[0.0003218619,0.00007239263,0.00008078904,0.0001746027,0.0002125932,0.00005617294,0.001180323,0.001055316,0.00001643513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006305341,"about_ca_system_score_gemma":0.00002840516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918632,"about_ca_topic_score_gemma":0.008627308,"domain_scores_codex":[0.9981909,0.0003743244,0.0003127306,0.0004855205,0.0003267989,0.0003097575],"domain_scores_gemma":[0.9982182,0.001451074,0.0001636201,0.00009498758,0.00001563611,0.00005653043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009399207,0.001756959,0.5662843,0.0001614512,0.0004760619,0.0009539123,0.006238773,0.000078615,0.0863729,0.02074816,0.05099024,0.2649987],"study_design_scores_gemma":[0.0003280831,0.0007039233,0.9440767,0.00005357825,0.00002271524,0.00003090211,0.02311303,0.0000156556,0.0006467841,0.01111753,0.01932076,0.0005703829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787517,0.0007335353,1.866072e-7,0.01207117,0.0001584571,0.0006313221,0.0001875152,0.0000358008,0.007430337],"genre_scores_gemma":[0.9958596,0.0002988517,0.000016762,0.002779386,0.0001729146,0.0001285234,0.0002800528,7.801194e-7,0.000463192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3777924,"threshold_uncertainty_score":0.9990813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865889230382567,"score_gpt":0.231951834080853,"score_spread":0.1832929417770273,"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."}}