{"id":"W4210933728","doi":"10.3897/bdj.10.e77492","title":"Aggregated occurrence records of invasive European frog-bit (Hydrocharis morsus-ranae L.) across North America","year":2022,"lang":"en","type":"article","venue":"Biodiversity Data Journal","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Central Michigan University; U.S. Environmental Protection Agency","keywords":"Georeference; Locality; News aggregator; Historical record; Aerial survey; Digital data","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004848604,0.0002103374,0.0002553383,0.00440657,0.0007273133,0.0006785454,0.0005414766,0.0002571057,0.001945637],"category_scores_gemma":[0.001322427,0.0001566692,0.000215589,0.008396934,0.000295548,0.000389948,0.0007621573,0.0002757788,0.0006369529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703193,"about_ca_system_score_gemma":0.002459978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5944442,"about_ca_topic_score_gemma":0.775564,"domain_scores_codex":[0.9994481,0.00003477841,0.00006464753,0.0001848713,0.0001961925,0.00007124418],"domain_scores_gemma":[0.9976872,0.0002625634,0.0005125243,0.000219264,0.0011205,0.0001980323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001279981,0.00005745901,0.8987979,0.000607883,0.0001866386,0.0002638118,0.001399788,0.001018556,0.001854277,0.0003646392,0.05544546,0.03987567],"study_design_scores_gemma":[0.000005715958,0.000007069974,0.9680008,0.00009370469,0.00004093624,0.0001094458,0.0008562167,0.0007973677,0.0003611114,0.00004537841,0.02966637,0.00001584591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.4909443,0.0009755918,0.0007326917,0.0001664822,0.00002274441,0.00007135764,0.5013562,0.0002802002,0.005450498],"genre_scores_gemma":[0.4746597,0.001122738,0.003821189,0.0001403104,0.00002051418,0.0002278919,0.51748,0.00005283656,0.002474928],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5944442,"threshold_uncertainty_score":0.8158885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03507421182923344,"score_gpt":0.2367637089661765,"score_spread":0.201689497136943,"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."}}