{"id":"W3215432563","doi":"10.1111/jbi.14289","title":"Patterns and mechanisms underlying ecoregion delineation in North American freshwater plants","year":2021,"lang":"en","type":"article","venue":"Journal of Biogeography","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Finland","keywords":"Ecoregion; Species richness; Ecology; Taxon; Biodiversity; Geography; Freshwater ecosystem; Freshwater fish; Vascular plant; Physical geography; Ecosystem; Environmental science; Biology; Fishery","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":[0.0005256247,0.0001155517,0.0002175907,0.001201021,0.0003963418,0.0006830501,0.0002873586,0.0001620331,0.001134108],"category_scores_gemma":[0.001465029,0.0001636931,0.0002808422,0.000942978,0.0009693533,0.0003073748,0.0007269734,0.0001442711,0.00008524451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004021659,"about_ca_system_score_gemma":0.0003278142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01583635,"about_ca_topic_score_gemma":0.03788586,"domain_scores_codex":[0.9997297,0.00006170537,0.00001878262,0.0001233109,0.00002551812,0.00004094439],"domain_scores_gemma":[0.9984168,0.0004228959,0.0006978348,0.0001611119,0.0001835284,0.0001178907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000716814,0.00001008043,0.9815383,0.00004983076,0.0001177319,0.00005732101,0.001188326,0.0007724048,0.009740131,0.0003613214,0.00008788204,0.006004928],"study_design_scores_gemma":[8.175468e-7,0.000003611771,0.9990646,0.000003196061,0.000007272692,0.00001814457,0.0002218742,0.0003884953,0.0001100504,0.0001155006,0.00006425542,0.000002088304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988948,0.000117279,0.0005048397,0.00001464466,4.760242e-7,0.000002978933,0.0001014906,0.000009029575,0.0003544406],"genre_scores_gemma":[0.9995919,0.00002502759,0.0002412252,0.000003189603,7.772869e-7,0.000002465762,0.00008647759,0.000002356282,0.00004655183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583635,"threshold_uncertainty_score":0.03148836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278978081012868,"score_gpt":0.2328918277106069,"score_spread":0.2201020469004782,"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."}}