{"id":"W3214747904","doi":"10.32920/ryerson.14661510.v1","title":"Invasive aquatic plants and the aquarium and ornamental pond industries","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invasive species; Biological dispersal; Biology; Ornamental plant; Taxon; Aquatic plant; Identification (biology); Ecology; Introduced species; Multinomial logistic regression; Alien species; Proxy (statistics); Geography; Demography; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000348088,0.0002548028,0.0001812728,0.0008172391,0.0006637957,0.0008170117,0.000230124,0.0002253291,0.002954836],"category_scores_gemma":[0.001871086,0.0001216295,0.0002141106,0.001188642,0.0007584358,0.0004784598,0.0006762017,0.0003337128,0.0002295877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238622,"about_ca_system_score_gemma":0.002026973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2643737,"about_ca_topic_score_gemma":0.5712057,"domain_scores_codex":[0.999662,0.00004102991,0.00001350534,0.00005663262,0.0001384173,0.00008841854],"domain_scores_gemma":[0.998024,0.0003631395,0.0009528288,0.00006491206,0.0002601457,0.000334968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006986773,0.00001752945,0.9897204,0.00002561469,0.00001937947,0.000235125,0.0005254042,0.0001755338,0.002281861,0.0002761478,0.0001156907,0.006537342],"study_design_scores_gemma":[7.915194e-7,0.00001105711,0.998667,0.000003921537,0.000004771352,0.00009835534,0.0004701503,0.0002555356,0.00009433885,0.00004483444,0.0003474387,0.000001906668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99624,0.0001946897,0.0001615284,0.00009491818,0.000001925668,0.000003247959,0.000109349,0.000003686349,0.003190691],"genre_scores_gemma":[0.9981151,0.0001137933,0.0001401436,0.00001060157,0.000003191187,0.000001294857,0.0001050855,0.000002299989,0.001508525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2643737,"threshold_uncertainty_score":0.5256697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009904924477699858,"score_gpt":0.2010593599702458,"score_spread":0.1911544354925459,"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."}}